This is an exploratory data analysis report for the dataset KID2016. The goal of this analysis is to select useful variables and have a glance at the data we are going to use and ensure we are using the right source for future analysis.

Import and clean data

we can have a look at part of the cleaned dataset for use:

RECNUM I10.DX1 I10.DX2 I10.DX3 I10.DX4 I10.DX5 I10.DX6 I10.DX7 I10.DX8 I10.DX9 I10.DX10 I10.DX11 I10.DX12 I10.DX13 I10.DX14 I10.DX15 I10.DX16 I10.DX17 I10.DX18 I10.DX19 I10.DX20 I10.DX21 I10.DX22 I10.DX23 I10.DX24 I10.DX25 I10.DX26 I10.DX27 I10.DX28 I10.DX29 I10.DX30
16 10055644 J189 F840 G43A0
160 10708406 H6523 F840 R0902 J45901 J343 J353 R5082 E860 F809 H5000 R620
312 10078088 G40909 F840 F88
326 10112080 R569 F840
382 10238643 R404 F840 F909
392 10259551 R591 F840 R509 F42 F913 F909 N319 Z91030 Z91040

There were 28825 patients who was once diagnosed as autistic disorder. The coding for autistic disorder in ICD-10-CM is ‘F840’ in our dataset. This code will help us identify all of the target patients. (Note: ‘F840’- Autistic disorder in ICD-10_CM corresponds to ‘MBD014’- Neurodevelopmental disorders in Clinical Classification category.)

Basic information of the target patients (with ASD)

## Warning: Factor `FEMALE` contains implicit NA, consider using
## `forcats::fct_explicit_na`
FEMALE n
0 21900
1 6920
NA 5
AGE count
1 100
2 782
3 922
4 1118
5 1269
6 1320
7 1875
8 1287
9 1378
10 1435
11 1592
12 2181
13 1780
14 1894
15 1976
16 2151
17 1655
18 1555
19 1433
20 1122
## Don't know how to automatically pick scale for object of type labelled/integer. Defaulting to continuous.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

## Don't know how to automatically pick scale for object of type labelled/integer. Defaulting to continuous.

The distribution of AGE seems balanced across the gender group. However, for different ethnic groups, AGE distributes differently. We then check the missing values of the demographic data. Of the 28825 patients with autism, 0 were missing for AGE; 5 were missing for SEX; 2374 were missing for RACE.

Number of inpatients in each age group:

kid_all %>%
    mutate(AGE = ifelse(AGE >=1 & AGE <=4, "1~4",
                      ifelse(AGE >= 5 & AGE <=9, "5~9",
                             ifelse(AGE >= 10 & AGE <=14, "10~14",
                                    "15~20")))) %>%
  group_by(AGE) %>%
  summarise(count = n()) %>%
  kable()
AGE count
1~4 278815
10~14 234478
15~20 2404144
5~9 199976

Research Question 1: Evaluate Prevalence

Firstly, import the data that has been processed in SAS:

#cb_1 = read.sas7bdat('./data/output_dflt_lzc.sas7bdat')
cb_2 = read.sas7bdat('./data/output_horz_lzc.sas7bdat') %>% filter(KEY %in% au_kid$RECNUM)
#cb_3 = read.sas7bdat('./data/output_vert_lzc.sas7bdat')

Note:

FOR cb_2*:

  • 0 - The CCSR was not triggered by any ICD-10-CM diagnosis code on the input code

  • 1 - The CCSR was triggered only by the principal diagnosis

  • 2 - The CCSR was triggered by both the principal and any secondary ~

  • 3 - ~ only by secondary

Initial analysis

For analysis part, we firstly look at the most general level. There are 21 different categories of clinical classification. In the first plot, each column corresponds to a kind of general comorbidity condition (e.g. BLD - “Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism” in ICD-10-CM). The height of the column means the proportion of the patients that have this comorbidity. We also have the absolute number data for this part, but here I do not show them since they have a similar trend like the proportion.

The second plot is similar to the first one. However, here we are looking at more specific categories of clinical classification(i.e. the sub-categories). To be more clear, for example, we looked at BLD category in the first plot, but here we are looking at BLD001, BLD002 … in the second plot. Therefore, the second plot shows more detailed information about clinical classification categories. For the second plot, we have 444 sub-categories in total, but here I just show the top 30 categories with the highest proportion.

It may be struggled to match the short name of clinical classification categories to its full name or ICD-10-CM code. For convience, I have put a reference table for such information at the bottom of this page.

top 30 specific categories and their full names for the second plot

Clinical Classification Category CCSR_description
NVS009 Epilepsy; convulsions
FAC025 Other specified status
FAC021 Personal/family history of disease
SYM016 Other general signs and symptoms
MBD005 Anxiety and fear-related disorders
MBD008 Disruptive, impulse-control and conduct disorders
RSP009 Asthma
END011 Fluid and electrolyte disorders
DIG025 Other specified and unspecified gastrointestinal disorders
MBD002 Depressive disorders
MBD004 Other specified and unspecified mood disorders
DIG004 Esophageal disorders
MBD003 Bipolar and related disorders
NVS016 Sleep wake disorders
INF003 Bacterial infections
END009 Obesity
SYM010 Nervous system signs and symptoms
FAC019 Socioeconomic/psychosocial factors
INF008 Viral infection
MBD007 Trauma- and stressor-related disorders
MBD012 Suicidal ideation/attempt/intentional self-harm
MBD001 Schizophrenia spectrum and other psychotic disorders
INJ031 Allergic reactions
RSP002 Pneumonia (except that caused by tuberculosis)
MAL009 Chromosomal abnormalities
END016 Other specified and unspecified nutritional and metabolic disorders
NVS007 Cerebral palsy
NVS020 Other specified nervous system disorders
SYM012 Circulatory signs and symptoms
SYM013 Respiratory signs and symptoms

Formal analysis

We dropped 28 ASD subjects aged less than 1 year old. Therefore, currently we have 1459516 target patients for analysis.

prevalence for each comorbidity condition

Under this scenario, the inpatient population is set be:

  1. aged 1 ~ 20 years old

The formula for calculating prevalence of a comorbidity category is :

\[ Prevalence = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients aged 1 ~ 20}} \]

The following two plots show the prevalence for each comorbidity category(%). (i.e. The categories are currently the most general level)

The following two plots show the prevalence for each specific comorbidity category(per 100,000 inpatients) (i.e. The categories are in the sub-levels)

Age-specific prevalence

Age for every target patient has been restricted to be 1 ~ 20 years old. Age categories has been defined as: 1~4, 5~9, 10~14, 15~20. The age-specific prevalence is calculated by the formula:

\[ Prevalence_{general} = \frac{\text{# of ASD patients with a comorbidity category}}{\text{# of inpatients in that age group}} \\ Prevalence_{specific} = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients in that age group}} \]

The following plot and table shows age-specific prevalence for each general category:

DXCCSR_cat X1.4 X10.14 X15.20 X5.9 ccsr_name
BLD 0.1197927 0.3347862 0.0436330 0.3670440 Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR 0.0702975 0.3023738 0.0447976 0.2805337 Diseases of the Circulatory System
DIG 0.3066550 0.9710932 0.1044863 1.1061327 Diseases of the Digestive System
EAR 0.0803400 0.1121640 0.0098164 0.1520182 Diseases of the Ear and Mastoid Process
END 0.3141868 0.9681079 0.1261988 0.9451134 Endocrine, Nutritional and Metabolic Diseases
EXT 0.0272582 0.0754868 0.0145998 0.0800096 External Causes of Morbidity
EYE 0.0419633 0.1309291 0.0127696 0.1465176 Diseases of the Eye and Adnexa
FAC 0.3575848 1.6278713 0.1781507 1.4886786 Factors Influencing Health Status and Contact with Health Services
GEN 0.0588204 0.3373451 0.0398895 0.2980358 Diseases of the Genitourinary System
INF 0.2510625 0.3706105 0.0388080 0.5750690 Certain Infectious and Parasitic Diseases
INJ 0.1811237 0.5497317 0.0656783 0.5900708 Injury, Poisoning and Certain Other Consequences of External Causes
MAL 0.1818410 0.5463199 0.0457127 0.6405769 Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD 0.0552338 1.9174507 0.2578049 0.8466016 Mental, Behavioral and Neurodevelopmental Disorders
MUS 0.0455499 0.2985355 0.0349813 0.2060247 Diseases of the Musculoskeletal System and Connective Tissue
NEO 0.0437566 0.1428705 0.0139343 0.1680202 Neoplasms
NVS 0.3848430 1.3536451 0.1477865 1.3996680 Diseases of the Nervous System
PNL 0.0139878 0.0238828 0.0030364 0.0365044 Certain Conditions Originating in the Perinatal Period
PRG NA NA 0.0024541 NA Pregnancy, Childbirth and the Puerperium
RSP 0.4210677 0.8896357 0.0838136 1.1801416 Diseases of the Respiratory System
SKN 0.1230206 0.2652701 0.0327351 0.3110373 Diseases of the Skin and Subcutaneous Tissue
SYM 0.5003318 1.3809398 0.1379701 1.5921911 Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified

The following plot and table shows age-specific prevalence for each specific category:

As we see, for a more specific category, it might just occur in some specific age groups rather than distribute among all age groups. The whole results can be checked from the table below, while the plot only shows top 30 categories with the highest age-specific prevalence.

DXCCSR CCSR_description 1~4 10~14 15~20 5~9
BLD001 Nutritional anemia 0.0211610 0.0375302 0.0058649 0.0370044
BLD002 Hemolytic anemia 0.0046626 0.0127944 0.0010815 0.0180022
BLD003 Aplastic anemia 0.0276169 0.1061933 0.0126448 0.0910109
BLD004 Acute posthemorrhagic anemia 0.0025106 0.0187651 0.0039515 0.0145017
BLD005 Sickle cell trait/anemia 0.0111185 0.0119414 0.0017054 0.0350042
BLD006 Coagulation and hemorrhagic disorders 0.0218783 0.0874282 0.0113138 0.1000120
BLD007 Diseases of white blood cells 0.0362247 0.0707956 0.0086517 0.1015122
BLD008 Immunity disorders 0.0136291 0.0592806 0.0041179 0.0480058
BLD009 Postprocedural or postoperative complications of the spleen NA NA 0.0000416 NA
BLD010 Other specified and unspecified hematologic conditions 0.0007173 0.0046913 0.0009151 0.0040005
CIR001 Chronic rheumatic heart disease 0.0007173 0.0038383 0.0002912 0.0050006
CIR002 Acute rheumatic heart disease 0.0003587 0.0012794 0.0001664 NA
CIR003 Nonrheumatic and unspecified valve disorders 0.0039453 0.0174856 0.0020381 0.0210025
CIR004 Endocarditis and endocardial disease 0.0010760 0.0017059 0.0002496 0.0035004
CIR005 Myocarditis and cardiomyopathy 0.0028693 0.0140738 0.0025373 0.0110013
CIR006 Pericarditis and pericardial disease 0.0025106 0.0132209 0.0014558 0.0045005
CIR007 Essential hypertension 0.0125531 0.0759133 0.0147662 0.0595071
CIR008 Hypertension with complications and secondary hypertension 0.0071732 0.0332654 0.0025789 0.0235028
CIR009 Acute myocardial infarction 0.0003587 0.0004265 0.0001248 0.0010001
CIR010 Complications of acute myocardial infarction NA 0.0004265 NA NA
CIR011 Coronary atherosclerosis and other heart disease 0.0007173 0.0004265 0.0003744 0.0020002
CIR012 Nonspecific chest pain 0.0003587 0.0063972 0.0010815 0.0040005
CIR013 Acute pulmonary embolism NA 0.0012794 0.0003328 0.0005001
CIR014 Pulmonary heart disease 0.0082492 0.0102355 0.0007903 0.0160019
CIR015 Other and ill-defined heart disease 0.0021520 0.0072501 0.0009983 0.0110013
CIR016 Conduction disorders 0.0064559 0.0311330 0.0035772 0.0290035
CIR017 Cardiac dysrhythmias 0.0035866 0.0213240 0.0055737 0.0205025
CIR018 Cardiac arrest and ventricular fibrillation 0.0014346 0.0051178 0.0011231 0.0065008
CIR019 Heart failure 0.0035866 0.0110885 0.0012063 0.0095011
CIR020 Cerebral infarction NA 0.0051178 0.0009151 0.0020002
CIR021 Acute hemorrhagic cerebrovascular disease 0.0021520 0.0029854 0.0007071 0.0065008
CIR022 Sequela of hemorrhagic cerebrovascular disease NA 0.0012794 0.0001248 0.0015002
CIR023 Occlusion or stenosis of precerebral or cerebral arteries without infarction 0.0003587 0.0008530 0.0001664 0.0015002
CIR024 Other and ill-defined cerebrovascular disease 0.0010760 0.0038383 0.0005823 0.0055007
CIR025 Sequela of cerebral infarction and other cerebrovascular disease 0.0017933 0.0068237 0.0009567 0.0050006
CIR026 Peripheral and visceral vascular disease 0.0003587 0.0076766 0.0013726 0.0070008
CIR027 Arterial dissections NA NA 0.0000416 NA
CIR028 Gangrene 0.0010760 0.0042648 0.0003328 0.0040005
CIR029 Aortic; peripheral; and visceral artery aneurysms NA 0.0012794 0.0001664 0.0010001
CIR030 Aortic and peripheral arterial embolism or thrombosis 0.0003587 0.0004265 0.0000832 NA
CIR031 Hypotension 0.0053799 0.0490451 0.0074039 0.0405049
CIR032 Other specified and unspecified circulatory disease 0.0010760 0.0051178 0.0002080 0.0025003
CIR033 Acute phlebitis; thrombophlebitis and thromboembolism 0.0021520 0.0106620 0.0017470 0.0125015
CIR034 Chronic phlebitis; thrombophlebitis and thromboembolism 0.0003587 0.0004265 0.0001248 0.0015002
CIR036 Postthrombotic syndrome and venous insufficiency/hypertension 0.0007173 0.0012794 0.0001248 0.0045005
CIR037 Vasculitis 0.0082492 0.0042648 0.0006655 0.0220026
CIR038 Postprocedural or postoperative circulatory system complication 0.0017933 0.0034118 0.0004575 0.0025003
CIR039 Other specified diseases of veins and lymphatics 0.0035866 0.0110885 0.0010815 0.0185022
DIG001 Intestinal infection 0.0491365 0.0635454 0.0056153 0.1115134
DIG002 Disorders of teeth and gingiva 0.0132704 0.0430744 0.0042011 0.0550066
DIG003 Diseases of mouth; excluding dental 0.0179330 0.0460598 0.0047002 0.0485058
DIG004 Esophageal disorders 0.0893065 0.2277399 0.0321112 0.2810337
DIG005 Gastroduodenal ulcer 0.0010760 0.0068237 0.0013310 0.0035004
DIG006 Gastrointestinal and biliary perforation 0.0007173 0.0025589 0.0005823 0.0020002
DIG007 Gastritis and duodenitis 0.0060972 0.0285741 0.0044922 0.0210025
DIG008 Other specified and unspecified disorders of stomach and duodenum 0.0107598 0.0353978 0.0045338 0.0445053
DIG009 Appendicitis and other appendiceal conditions 0.0068146 0.0648248 0.0037435 0.0685082
DIG010 Abdominal hernia 0.0050213 0.0106620 0.0020797 0.0125015
DIG011 Regional enteritis and ulcerative colitis 0.0017933 0.0260152 0.0054073 0.0100012
DIG012 Intestinal obstruction and ileus 0.0222370 0.0912666 0.0088181 0.1085130
DIG013 Diverticulosis and diverticulitis NA 0.0025589 NA NA
DIG014 Hemorrhoids 0.0003587 0.0038383 0.0007487 0.0015002
DIG015 Anal and rectal conditions 0.0028693 0.0136473 0.0017470 0.0140017
DIG016 Peritonitis and intra-abdominal abscess 0.0078905 0.0503246 0.0037435 0.0560067
DIG017 Biliary tract disease 0.0021520 0.0115149 0.0028700 0.0110013
DIG018 Hepatic failure 0.0014346 0.0012794 0.0006655 0.0035004
DIG019 Other specified and unspecified liver disease 0.0017933 0.0213240 0.0039931 0.0110013
DIG020 Pancreatic disorders (excluding diabetes) 0.0032279 0.0426479 0.0050746 0.0290035
DIG021 Gastrointestinal hemorrhage 0.0078905 0.0383831 0.0058649 0.0415050
DIG022 Noninfectious gastroenteritis 0.0322795 0.0358243 0.0034108 0.0640077
DIG023 Noninfectious hepatitis NA 0.0029854 0.0006239 0.0025003
DIG024 Postprocedural or postoperative digestive system complication 0.0107598 0.0400890 0.0042011 0.0570068
DIG025 Other specified and unspecified gastrointestinal disorders 0.1083155 0.4490826 0.0411373 0.4915590
EAR001 Otitis media 0.0516471 0.0294271 0.0022045 0.0695083
EAR002 Diseases of middle ear and mastoid (except otitis media) 0.0086079 0.0068237 0.0005823 0.0145017
EAR003 Diseases of inner ear and related conditions NA 0.0008530 0.0000832 NA
EAR004 Hearing loss 0.0200850 0.0618395 0.0054073 0.0640077
EAR005 Postprocedural or postoperative ear and/or mastoid process complication NA NA NA 0.0005001
EAR006 Other specified and unspecified disorders of the ear 0.0129118 0.0208975 0.0023709 0.0300036
END001 Thyroid disorders 0.0114771 0.1074728 0.0185929 0.0570068
END002 Diabetes mellitus without complication 0.0007173 0.0328389 0.0083190 0.0150018
END003 Diabetes mellitus with complication 0.0060972 0.0793251 0.0089013 0.0535064
END004 Diabetes mellitus, Type 1 0.0068146 0.0759133 0.0077782 0.0570068
END005 Diabetes mellitus, Type 2 NA 0.0281476 0.0077366 0.0055007
END006 Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type NA 0.0076766 0.0016222 0.0055007
END007 Nutritional deficiencies 0.0082492 0.0716485 0.0107315 0.0500060
END008 Malnutrition 0.0222370 0.0729280 0.0094420 0.0725087
END009 Obesity 0.0136291 0.2337106 0.0359379 0.1080130
END010 Disorders of lipid metabolism 0.0003587 0.0375302 0.0065304 0.0080010
END011 Fluid and electrolyte disorders 0.2385094 0.3595220 0.0420940 0.5465656
END012 Cystic fibrosis 0.0032279 0.0183386 0.0020381 0.0115014
END013 Pituitary disorders 0.0046626 0.0388096 0.0040347 0.0340041
END014 Postprocedural or postoperative endocrine or metabolic complication 0.0010760 0.0025589 0.0002912 NA
END015 Other specified and unspecified endocrine disorders 0.0315621 0.0571482 0.0069047 0.0885106
END016 Other specified and unspecified nutritional and metabolic disorders 0.0344314 0.1616356 0.0184265 0.1330160
EXT002 External cause codes: drowning/submersion; initial encounter 0.0017933 0.0021324 0.0000832 0.0055007
EXT004 External cause codes: fire/burn; initial encounter 0.0003587 0.0017059 0.0001664 0.0015002
EXT011 External cause codes: natural/environment; initial encounter NA NA 0.0000416 0.0005001
EXT012 External cause codes: bites; initial encounter NA 0.0004265 NA 0.0010001
EXT014 External cause codes: poisoning by drug 0.0111185 0.0379567 0.0090261 0.0360043
EXT015 External cause codes: poisoning by non-drug 0.0043039 0.0042648 0.0006655 0.0040005
EXT017 External cause codes: suffocation/inhalation; initial encounter 0.0014346 0.0046913 0.0002912 0.0040005
EXT018 External cause codes: other specified, classifiable and NEC; initial encounter 0.0086079 0.0204710 0.0033276 0.0280034
EXT019 External cause codes: unspecified mechanism 0.0003587 0.0063972 0.0015806 NA
EXT020 External cause codes: intent of injury, accidental/unintentional 0.0218783 0.0345448 0.0056153 0.0595071
EXT021 External cause codes: intent of injury, self-harm 0.0003587 0.0315595 0.0080278 0.0010001
EXT022 External cause codes: intent of injury, assault 0.0032279 0.0063972 0.0007487 0.0130016
EXT023 External cause codes: intent of injury, undetermined 0.0021520 0.0038383 0.0002496 0.0065008
EYE001 Cornea and external disease 0.0111185 0.0145003 0.0012894 0.0220026
EYE002 Cataract and other lens disorders 0.0003587 0.0025589 0.0004159 0.0015002
EYE003 Glaucoma 0.0003587 0.0068237 0.0004575 0.0010001
EYE004 Uveitis and ocular inflammation NA 0.0017059 0.0001664 0.0015002
EYE005 Retinal and vitreous conditions 0.0025106 0.0051178 0.0012478 0.0050006
EYE006 Neuro-ophthalmology 0.0043039 0.0247358 0.0013310 0.0220026
EYE007 Strabismus 0.0111185 0.0174856 0.0014142 0.0205025
EYE008 Oculofacial plastics and orbital conditions 0.0025106 0.0051178 0.0008319 0.0125015
EYE009 Refractive error 0.0028693 0.0106620 0.0006655 0.0115014
EYE010 Blindness and vision defects 0.0086079 0.0545893 0.0055321 0.0525063
EYE012 Other specified eye disorders 0.0039453 0.0115149 0.0016638 0.0180022
FAC002 Encounter for mental health services related to abuse NA 0.0004265 0.0000832 0.0005001
FAC003 Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) 0.0060972 0.0029854 0.0003744 0.0115014
FAC004 Encounter for prophylactic or other procedures NA 0.0004265 0.0000416 NA
FAC005 Encounter for prophylactic measures (excludes immunization) 0.0003587 NA NA NA
FAC006 Encounter for antineoplastic therapies 0.0096838 0.0643984 0.0066552 0.0575069
FAC007 Encounter for mental health conditions NA 0.0029854 0.0003328 NA
FAC008 Neoplasm-related encounters NA 0.0008530 0.0000832 0.0010001
FAC009 Implant, device or graft related encounter 0.0243889 0.1010756 0.0101075 0.1015122
FAC010 Other aftercare encounter 0.0068146 0.0328389 0.0033692 0.0355043
FAC011 Counseling related to sexual behavior or orientation NA 0.0004265 NA NA
FAC012 Other specified encounters and counseling 0.0039453 0.0243093 0.0024957 0.0160019
FAC013 Contraceptive and procreative management NA 0.0004265 0.0002496 NA
FAC014 Medical examination/evaluation NA 0.0038383 0.0004575 0.0055007
FAC015 Resistance to antimicrobial drugs 0.0017933 0.0042648 0.0002080 0.0005001
FAC016 Exposure, encounters, screening or contact with infectious disease 0.0118358 0.0562953 0.0070711 0.0535064
FAC017 No immunization or underimmunization 0.0043039 0.0196180 0.0022877 0.0145017
FAC019 Socioeconomic/psychosocial factors 0.0086079 0.2627112 0.0289916 0.1250150
FAC020 Lifestyle/life management factors 0.0021520 0.0166327 0.0037435 0.0185022
FAC021 Personal/family history of disease 0.1452576 0.6307628 0.0641808 0.5735688
FAC022 Acquired absence of limb or organ 0.0057386 0.0251623 0.0029116 0.0280034
FAC023 Organ transplant status 0.0089665 0.0260152 0.0020381 0.0425051
FAC024 Carrier status 0.0025106 0.0085296 0.0004159 0.0065008
FAC025 Other specified status 0.1922422 0.8341934 0.0956266 0.8275993
GEN001 Nephritis; nephrosis; renal sclerosis 0.0039453 0.0123679 0.0006239 0.0150018
GEN002 Acute and unspecified renal failure 0.0118358 0.0545893 0.0089429 0.0455055
GEN003 Chronic kidney disease 0.0075319 0.0366772 0.0034524 0.0220026
GEN004 Urinary tract infections 0.0157811 0.0707956 0.0110226 0.0735088
GEN005 Calculus of urinary tract 0.0007173 0.0085296 0.0019550 0.0020002
GEN006 Other specified and unspecified diseases of kidney and ureters 0.0129118 0.0353978 0.0033276 0.0330040
GEN007 Other specified and unspecified diseases of bladder and urethra 0.0028693 0.0285741 0.0027869 0.0355043
GEN008 Urinary incontinence 0.0060972 0.0942519 0.0069047 0.0875105
GEN009 Hematuria 0.0017933 0.0132209 0.0022045 0.0160019
GEN010 Proteinuria 0.0003587 0.0042648 0.0003328 0.0045005
GEN011 Vesicoureteral reflux 0.0046626 0.0072501 0.0004575 0.0170020
GEN013 Inflammatory conditions of male genital organs 0.0007173 0.0042648 0.0005407 0.0015002
GEN016 Other specified male genital disorders 0.0032279 0.0115149 0.0009567 0.0105013
GEN017 Nonmalignant breast conditions NA 0.0063972 0.0008319 0.0010001
GEN018 Inflammatory diseases of female pelvic organs 0.0010760 0.0068237 0.0009567 0.0035004
GEN019 Endometriosis NA NA 0.0000416 NA
GEN021 Menstrual disorders NA 0.0132209 0.0022461 NA
GEN022 Benign ovarian cyst NA 0.0038383 0.0006239 NA
GEN023 Menopausal disorders NA NA 0.0000832 NA
GEN024 Female infertility NA 0.0004265 0.0000416 NA
GEN025 Other specified female genital disorders 0.0010760 0.0119414 0.0017886 0.0040005
GEN026 Postprocedural or postoperative genitourinary system complication 0.0003587 0.0029854 0.0001664 0.0020002
INF001 Tuberculosis NA NA 0.0000416 0.0010001
INF002 Septicemia 0.0154224 0.0464862 0.0096500 0.0445053
INF003 Bacterial infections 0.0882305 0.2106807 0.0241666 0.2560307
INF004 Fungal infections 0.0104012 0.0417950 0.0069463 0.0360043
INF005 Foodborne intoxications NA NA 0.0000416 0.0005001
INF006 HIV infection NA 0.0004265 0.0000832 NA
INF007 Hepatitis 0.0003587 0.0025589 0.0002912 0.0035004
INF008 Viral infection 0.1710812 0.1198407 0.0086517 0.3005361
INF009 Parasitic, other specified and unspecified infections 0.0060972 0.0149268 0.0015390 0.0215026
INF010 Sexually transmitted infections (excluding HIV and hepatitis) NA 0.0004265 0.0000416 0.0005001
INF011 Sequela of specified infectious disease conditions 0.0010760 0.0042648 0.0000832 0.0030004
INJ001 Fracture of head and neck, initial encounter 0.0078905 0.0106620 0.0014558 0.0145017
INJ002 Fracture of the spine and back, initial encounter 0.0010760 0.0042648 0.0008735 0.0020002
INJ003 Fracture of torso, initial encounter 0.0017933 0.0042648 0.0003744 0.0025003
INJ004 Fracture of the upper limb, initial encounter 0.0093252 0.0123679 0.0014142 0.0205025
INJ005 Fracture of the lower limb (except hip), initial encounter 0.0035866 0.0272947 0.0023709 0.0190023
INJ006 Fracture of the neck of the femur (hip), initial encounter NA 0.0076766 0.0005823 0.0060007
INJ007 Dislocations, initial encounter 0.0007173 0.0029854 0.0002080 0.0015002
INJ008 Traumatic brain injury (TBI); concussion, initial encounter 0.0093252 0.0153533 0.0019966 0.0230028
INJ009 Spinal cord injury (SCI), initial encounter NA 0.0004265 0.0001664 0.0005001
INJ010 Internal organ injury, initial encounter 0.0025106 0.0110885 0.0009567 0.0060007
INJ011 Open wounds of head and neck, initial encounter 0.0068146 0.0106620 0.0018718 0.0115014
INJ012 Open wounds to limbs, initial encounter 0.0017933 0.0145003 0.0028284 0.0100012
INJ013 Open wounds of trunk, initial encounter NA 0.0017059 0.0004575 0.0030004
INJ014 Amputation of a limb, initial encounter NA 0.0017059 0.0000832 0.0005001
INJ015 Amputation of other body parts, initial encounter NA NA 0.0000416 NA
INJ016 Injury to blood vessels, initial encounter NA 0.0004265 0.0002496 NA
INJ017 Superficial injury; contusion, initial encounter 0.0164984 0.0422214 0.0053657 0.0385046
INJ018 Crushing injury, initial encounter NA 0.0012794 0.0000832 NA
INJ019 Burn and corrosion, initial encounter 0.0050213 0.0055442 0.0007071 0.0160019
INJ020 Effect of foreign body entering opening, initial encounter 0.0068146 0.0183386 0.0027869 0.0190023
INJ021 Effect of other external causes, initial encounter 0.0032279 0.0038383 0.0004159 0.0070008
INJ022 Poisoning by drugs, initial encounter 0.0111185 0.0379567 0.0090261 0.0360043
INJ023 Toxic effects, initial encounter 0.0050213 0.0076766 0.0009151 0.0085010
INJ024 Sprains and strains, initial encounter NA 0.0025589 0.0001664 0.0010001
INJ025 Injury to nerves, muscles and tendons, initial encounter 0.0003587 0.0012794 0.0004575 0.0020002
INJ026 Other specified injury 0.0010760 0.0055442 0.0004991 0.0025003
INJ027 Other unspecified injury 0.0021520 0.0140738 0.0025373 0.0045005
INJ028 Adverse effects of drugs and medicaments, initial encounter 0.0186504 0.0524569 0.0063640 0.0715086
INJ029 Underdosing of drugs and medicaments, initial encounter 0.0007173 0.0034118 0.0007071 0.0045005
INJ030 Drug induced or toxic related condition 0.0071732 0.0443538 0.0054905 0.0460055
INJ031 Allergic reactions 0.0706562 0.1654739 0.0144334 0.1970236
INJ032 Maltreatment/abuse 0.0032279 0.0063972 0.0007487 0.0130016
INJ033 Complication of cardiovascular device, implant or graft, initial encounter 0.0025106 0.0119414 0.0009151 0.0175021
INJ034 Complication of genitourinary device, implant or graft, initial encounter NA 0.0017059 0.0002496 0.0030004
INJ035 Complication of internal orthopedic device or implant, initial encounter 0.0003587 0.0068237 0.0005823 0.0030004
INJ036 Complication of transplanted organs or tissue, initial encounter 0.0039453 0.0140738 0.0007903 0.0160019
INJ037 Complication of other surgical or medical care, injury, initial encounter 0.0161397 0.0648248 0.0059065 0.0650078
INJ038 Fracture of head and neck, subsequent encounter NA 0.0017059 0.0000832 NA
INJ039 Fracture of the spine and back, subsequent encounter 0.0003587 NA 0.0001664 NA
INJ041 Fracture of the upper limb, subsequent encounter 0.0003587 0.0004265 0.0003328 0.0020002
INJ042 Fracture of lower limb (except hip), subsequent encounter NA 0.0017059 0.0004575 NA
INJ043 Fracture of the neck of the femur (hip), subsequent encounter NA NA 0.0000416 NA
INJ044 Dislocations, subsequent encounter NA NA NA 0.0005001
INJ045 Traumatic brain injury (TBI); concussion, subsequent encounter 0.0003587 0.0004265 0.0001664 0.0010001
INJ046 Spinal cord injury (SCI), subsequent encounter NA NA 0.0000832 NA
INJ047 Internal organ injury, subsequent encounter NA NA 0.0000416 0.0005001
INJ048 Open wounds of head and neck, subsequent encounter NA 0.0017059 0.0002080 0.0005001
INJ049 Open wounds to limbs, subsequent encounter NA 0.0025589 0.0003328 0.0020002
INJ050 Open wounds of trunk, subsequent encounter NA 0.0004265 NA NA
INJ054 Superficial injury; contusion, subsequent encounter NA 0.0021324 0.0004991 0.0020002
INJ056 Burns and corrosion, subsequent encounter NA 0.0004265 NA 0.0010001
INJ057 Effect of foreign body entering opening, subsequent encounter NA 0.0004265 NA 0.0005001
INJ059 Poisoning by drugs, subsequent encounter NA 0.0021324 0.0003744 NA
INJ060 Toxic effects, subsequent encounter NA 0.0004265 NA 0.0005001
INJ061 Sprains and strains, subsequent encounter NA 0.0004265 0.0001248 NA
INJ063 Other specified injury, subsequent encounter NA NA 0.0000416 0.0005001
INJ064 Other unspecified injuries, subsequent encounter NA NA 0.0000416 NA
INJ065 Adverse effects of drugs and medicaments, subsequent encounter NA NA 0.0000416 0.0015002
INJ066 Underdosing of drugs and medicaments, subsequent encounter NA NA 0.0000832 NA
INJ068 Maltreatment/abuse, subsequent encounter NA 0.0008530 0.0001248 0.0005001
INJ069 Complication of cardiovascular device, implant or graft, subsequent encounter NA NA NA 0.0005001
INJ072 Complication of other surgical or medical care, injury, subsequent encounter NA 0.0004265 0.0001248 0.0010001
INJ073 Injury, sequela 0.0007173 0.0017059 0.0002912 0.0025003
INJ074 Effect of other external causes, sequela 0.0003587 NA 0.0000832 0.0015002
INJ075 Poisoning/toxic effect/adverse effects/underdosing, sequela NA 0.0017059 0.0000832 0.0015002
INJ076 Complication, sequela NA NA NA 0.0005001
MAL001 Cardiac and circulatory congenital anomalies 0.0527231 0.1202671 0.0093172 0.1600192
MAL002 Digestive congenital anomalies 0.0089665 0.0196180 0.0017054 0.0280034
MAL003 Genitourinary congenital anomalies 0.0118358 0.0336919 0.0022045 0.0410049
MAL004 Nervous system congenital anomalies 0.0333555 0.1044874 0.0071543 0.1275153
MAL005 Congenital malformations of eye, ear, face, neck 0.0057386 0.0102355 0.0005407 0.0115014
MAL006 Cleft lip or palate 0.0014346 0.0081031 0.0004159 0.0040005
MAL007 Respiratory congenital malformations 0.0114771 0.0110885 0.0007071 0.0260031
MAL008 Musculoskeletal congenital conditions 0.0333555 0.0793251 0.0055737 0.0810097
MAL009 Chromosomal abnormalities 0.0383767 0.1667534 0.0142254 0.1870224
MAL010 Other specified and unspecified congenital anomalies 0.0225956 0.0865753 0.0091509 0.1005121
MBD001 Schizophrenia spectrum and other psychotic disorders 0.0007173 0.1300762 0.0410957 0.0350042
MBD002 Depressive disorders NA 0.4345823 0.0799037 0.0600072
MBD003 Bipolar and related disorders 0.0010760 0.2507698 0.0524511 0.0765092
MBD004 Other specified and unspecified mood disorders 0.0014346 0.5045249 0.0400974 0.2120254
MBD005 Anxiety and fear-related disorders 0.0132704 0.6682930 0.0910927 0.2715326
MBD006 Obsessive-compulsive and related disorders 0.0028693 0.1258114 0.0212550 0.0480058
MBD007 Trauma- and stressor-related disorders 0.0032279 0.2290194 0.0322360 0.0870104
MBD008 Disruptive, impulse-control and conduct disorders 0.0190090 0.7761922 0.0692554 0.3910469
MBD009 Personality disorders 0.0003587 0.0358243 0.0125616 0.0110013
MBD010 Feeding and eating disorders 0.0104012 0.0405155 0.0057401 0.0295035
MBD011 Somatic disorders 0.0014346 0.0098090 0.0010399 0.0025003
MBD012 Suicidal ideation/attempt/intentional self-harm 0.0003587 0.2418137 0.0317369 0.0405049
MBD013 Miscellaneous mental and behavioral disorders/conditions 0.0021520 0.0345448 0.0078614 0.0155019
MBD017 Alcohol-related disorders NA 0.0034118 0.0029532 NA
MBD018 Opioid-related disorders 0.0017933 0.0025589 0.0021213 0.0035004
MBD019 Cannabis-related disorders NA 0.0089561 0.0142254 NA
MBD020 Sedative-related disorders 0.0032279 0.0085296 0.0021213 0.0140017
MBD021 Stimulant-related disorders 0.0007173 0.0042648 0.0024541 0.0050006
MBD022 Hallucinogen-related disorders NA NA 0.0002080 NA
MBD023 Inhalant-related disorders NA NA 0.0001664 NA
MBD024 Tobacco-related disorders NA 0.0093825 0.0116466 0.0010001
MBD025 Other specified substance-related disorders NA 0.0063972 0.0018302 0.0020002
MBD026 Mental and substance use disorders in remission NA 0.0012794 0.0003328 NA
MBD027 Suicide attempt/intentional self-harm; subsequent encounter NA 0.0021324 0.0003744 NA
MBD028 Opioid-related disorders; subsequent encounter NA 0.0004265 NA NA
MBD032 Sedative-related disorders; subsequent encounter NA NA 0.0000416 NA
MBD034 Mental and substance use disorders; sequela NA 0.0008530 NA NA
MUS001 Infective arthritis 0.0014346 0.0038383 0.0003328 0.0040005
MUS002 Osteomyelitis 0.0025106 0.0123679 0.0009151 0.0195023
MUS003 Rheumatoid arthritis and related disease NA 0.0025589 0.0003328 0.0005001
MUS004 Juvenile arthritis 0.0010760 0.0051178 0.0007903 0.0055007
MUS005 Other specified chronic arthropathy 0.0003587 NA 0.0000416 NA
MUS006 Osteoarthritis 0.0003587 0.0012794 0.0007487 0.0020002
MUS007 Other specified joint disorders 0.0032279 0.0085296 0.0013310 0.0105013
MUS008 Immune-mediated/reactive arthropathies 0.0007173 0.0004265 NA 0.0020002
MUS009 Tendon and synovial disorders 0.0035866 0.0072501 0.0005407 0.0070008
MUS010 Musculoskeletal pain, not low back pain 0.0060972 0.0358243 0.0040763 0.0230028
MUS011 Spondylopathies/spondyloarthropathy (including infective) 0.0039453 0.0183386 0.0018302 0.0175021
MUS012 Biomechanical lesions NA NA 0.0000832 NA
MUS013 Osteoporosis NA 0.0021324 0.0009151 0.0010001
MUS014 Pathological fracture, initial encounter 0.0003587 0.0038383 0.0001664 0.0020002
MUS015 Pathological fracture, subsequent encounter NA 0.0004265 NA NA
MUS016 Stress fracture, initial encounter 0.0007173 0.0008530 0.0000832 0.0015002
MUS017 Stress fracture, subsequent encounter 0.0003587 0.0004265 0.0000416 NA
MUS020 Pathological, stress and atypical fractures, sequela NA 0.0004265 NA NA
MUS021 Acquired foot deformities 0.0014346 0.0166327 0.0012478 0.0085010
MUS022 Scoliosis and other postural dorsopathic deformities 0.0021520 0.1142964 0.0131440 0.0265032
MUS023 Acquired deformities (excluding foot) 0.0017933 0.0247358 0.0014558 0.0125015
MUS024 Systemic lupus erythematosus and connective tissue disorders 0.0078905 0.0115149 0.0022045 0.0215026
MUS025 Other specified connective tissue disease 0.0028693 0.0093825 0.0014142 0.0135016
MUS026 Muscle disorders 0.0060972 0.0353978 0.0039099 0.0345041
MUS027 Musculoskeletal abscess NA 0.0004265 0.0000416 0.0010001
MUS028 Other specified bone disease and musculoskeletal deformities 0.0010760 0.0208975 0.0019966 0.0105013
MUS029 Disorders of jaw 0.0021520 0.0063972 0.0012478 0.0055007
MUS030 Aseptic necrosis and osteonecrosis NA 0.0025589 0.0004159 0.0010001
MUS031 Traumatic arthropathy NA NA NA 0.0005001
MUS033 Gout NA NA 0.0000832 NA
MUS036 Autoinflammatory syndromes NA NA 0.0000416 NA
MUS037 Postprocedural or postoperative musculoskeletal system complication NA 0.0008530 0.0001664 0.0010001
MUS038 Low back pain 0.0003587 0.0051178 0.0011647 0.0010001
NEO001 Head and neck cancers - eye 0.0007173 NA NA NA
NEO002 Head and neck cancers - lip and oral cavity NA NA 0.0000416 0.0005001
NEO003 Head and neck cancers - throat NA 0.0012794 NA NA
NEO006 Head and neck cancers - hypopharyngeal NA 0.0021324 NA NA
NEO007 Head and neck cancers - pharyngeal NA 0.0012794 NA 0.0005001
NEO011 Cardiac cancers NA 0.0012794 0.0000832 NA
NEO015 Gastrointestinal cancers - colorectal NA NA 0.0003744 NA
NEO017 Gastrointestinal cancers - liver NA NA 0.0001664 NA
NEO020 Gastrointestinal cancers - peritoneum NA 0.0004265 NA 0.0005001
NEO022 Respiratory cancers NA NA 0.0000832 NA
NEO023 Bone cancer 0.0003587 0.0221769 0.0017470 0.0070008
NEO024 Sarcoma 0.0007173 0.0055442 0.0005407 0.0030004
NEO025 Skin cancers - melanoma NA NA 0.0000416 NA
NEO033 Female reproductive system cancers - ovary NA 0.0017059 0.0000416 NA
NEO040 Male reproductive system cancers - testis NA NA 0.0009151 NA
NEO043 Urinary system cancers - bladder NA NA NA 0.0030004
NEO045 Urinary system cancers - kidney 0.0025106 0.0004265 NA 0.0060007
NEO048 Nervous system cancers - brain 0.0025106 0.0085296 0.0009567 0.0205025
NEO049 Nervous system cancers - all other types 0.0003587 0.0008530 0.0000832 NA
NEO050 Endocrine system cancers - thyroid NA 0.0021324 0.0002080 NA
NEO055 Endocrine system cancers - pituitary gland NA NA 0.0000416 NA
NEO056 Endocrine system cancers - all other types 0.0014346 0.0012794 0.0002912 0.0095011
NEO057 Hodgkin lymphoma NA 0.0051178 0.0005407 NA
NEO058 Non-Hodgkin lymphoma 0.0014346 0.0068237 0.0002080 0.0110013
NEO059 Leukemia - acute lymphoblastic leukemia (ALL) 0.0129118 0.0251623 0.0011647 0.0360043
NEO060 Leukemia - acute myeloid leukemia (AML) 0.0025106 0.0034118 0.0004159 0.0030004
NEO062 Leukemia - chronic myeloid leukemia (CML) NA NA NA 0.0005001
NEO064 Leukemia - all other types 0.0003587 0.0025589 0.0001248 0.0005001
NEO065 Multiple myeloma NA 0.0008530 0.0001248 NA
NEO066 Malignant neuroendocrine tumors NA NA 0.0000416 NA
NEO068 Myelodysplastic syndrome (MDS) 0.0007173 0.0021324 0.0001664 0.0005001
NEO069 Cancer of other sites NA 0.0025589 0.0000832 0.0040005
NEO070 Secondary malignancies 0.0028693 0.0068237 0.0031196 0.0165020
NEO071 Malignant neoplasm, unspecified NA NA 0.0002496 NA
NEO072 Neoplasms of unspecified nature or uncertain behavior 0.0064559 0.0153533 0.0015806 0.0200024
NEO073 Benign neoplasms 0.0096838 0.0187651 0.0020797 0.0315038
NEO074 Conditions due to neoplasm or the treatment of neoplasm 0.0082492 0.0302800 0.0028284 0.0380046
NVS001 Meningitis 0.0025106 0.0106620 0.0004159 0.0075009
NVS002 Encephalitis 0.0046626 0.0093825 0.0007487 0.0095011
NVS004 Parkinson`s disease NA 0.0017059 0.0010399 0.0005001
NVS005 Multiple sclerosis NA NA 0.0001664 0.0015002
NVS006 Other specified hereditary and degenerative nervous system conditions 0.0118358 0.0554423 0.0066136 0.0550066
NVS007 Cerebral palsy 0.0265409 0.1467089 0.0185929 0.1450174
NVS008 Paralysis (other than cerebral palsy) 0.0078905 0.0243093 0.0020381 0.0240029
NVS009 Epilepsy; convulsions 0.2725822 0.8469878 0.0881811 0.9816178
NVS010 Headache; including migraine 0.0060972 0.1249584 0.0129776 0.0850102
NVS011 Neurocognitive disorders 0.0010760 0.0170592 0.0025789 0.0105013
NVS012 Transient cerebral ischemia NA 0.0008530 0.0000416 NA
NVS013 Coma; stupor; and brain damage 0.0043039 0.0191916 0.0014974 0.0280034
NVS014 CNS abscess 0.0003587 0.0029854 0.0001248 0.0005001
NVS015 Polyneuropathies 0.0021520 0.0200445 0.0014142 0.0205025
NVS016 Sleep wake disorders 0.0598963 0.2456520 0.0286588 0.2335280
NVS017 Nerve and nerve root disorders 0.0025106 0.0115149 0.0005823 0.0045005
NVS018 Myopathies 0.0021520 0.0170592 0.0026621 0.0105013
NVS019 Nervous system pain and pain syndromes 0.0075319 0.0439274 0.0053241 0.0300036
NVS020 Other specified nervous system disorders 0.0441153 0.1484148 0.0129776 0.1675201
NVS021 Postprocedural or postoperative nervous system complication 0.0014346 0.0012794 0.0006239 0.0070008
NVS022 Sequela of specified nervous system conditions 0.0007173 0.0034118 0.0001248 0.0025003
PNL002 Short gestation; low birth weight; and fetal growth retardation 0.0003587 NA NA 0.0010001
PNL004 Neonatal cerebral disorders NA NA NA 0.0005001
PNL006 Respiratory perinatal condition 0.0129118 0.0034118 0.0003744 0.0200024
PNL009 Perinatal infections NA NA NA 0.0010001
PNL010 Newborn affected by maternal conditions or complications of labor/delivery NA 0.0021324 0.0001664 0.0005001
PNL013 Other specified and unspecified perinatal conditions 0.0003587 NA 0.0000832 0.0010001
PNL014 Neonatal abstinence syndrome NA 0.0004265 NA NA
PNL015 Fetal alcohol syndrome 0.0003587 0.0183386 0.0024541 0.0135016
PRG002 Gestational weeks NA NA 0.0017886 NA
PRG008 Supervision of high-risk pregnancy NA NA 0.0003328 NA
PRG010 Hemorrhage after first trimester NA NA 0.0001248 NA
PRG011 Early or threatened labor NA NA 0.0001664 NA
PRG013 Maternal care related to fetal conditions NA NA 0.0002080 NA
PRG014 Polyhydramnios and other problems of amniotic cavity NA NA 0.0000832 NA
PRG017 Maternal care for abnormality of pelvic organs NA NA 0.0000416 NA
PRG018 Maternal care related to disorders of the placenta and placental implantation NA NA 0.0000416 NA
PRG019 Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium NA NA 0.0000416 NA
PRG020 Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium NA NA 0.0003744 NA
PRG021 Maternal intrauterine infection NA NA 0.0000416 NA
PRG022 Prolonged pregnancy NA NA 0.0002080 NA
PRG023 Complications specified during childbirth NA NA 0.0017470 NA
PRG024 Malposition, disproportion or other labor complications NA NA 0.0007071 NA
PRG026 OB-related trauma to perineum and vulva NA NA 0.0008319 NA
PRG027 Complications specified during the puerperium NA NA 0.0002912 NA
PRG028 Other specified complications in pregnancy NA NA 0.0009151 NA
PRG029 Uncomplicated pregnancy, delivery or puerperium NA NA 0.0001248 NA
PRG030 Maternal outcome of delivery NA NA 0.0017470 NA
RSP001 Sinusitis 0.0139878 0.0353978 0.0027869 0.0390047
RSP002 Pneumonia (except that caused by tuberculosis) 0.0939691 0.1151494 0.0147246 0.1900228
RSP003 Influenza 0.0150638 0.0277212 0.0019134 0.0465056
RSP004 Acute and chronic tonsillitis 0.0304862 0.0204710 0.0007903 0.0440053
RSP005 Acute bronchitis 0.0351488 0.0093825 0.0009983 0.0205025
RSP006 Other specified upper respiratory infections 0.1004250 0.0989432 0.0059481 0.2020242
RSP007 Other specified and unspecified upper respiratory disease 0.0283342 0.1053404 0.0091509 0.1085130
RSP008 Chronic obstructive pulmonary disease and bronchiectasis 0.0014346 0.0157797 0.0010815 0.0065008
RSP009 Asthma 0.2062299 0.4785097 0.0413037 0.6630796
RSP010 Aspiration pneumonitis 0.0100425 0.0281476 0.0062808 0.0305037
RSP011 Pleurisy, pleural effusion and pulmonary collapse 0.0182917 0.0695161 0.0071543 0.0695083
RSP012 Respiratory failure; insufficiency; arrest 0.0416046 0.0678102 0.0098164 0.1035124
RSP013 Lung disease due to external agents 0.0003587 0.0017059 0.0001664 0.0025003
RSP014 Pneumothorax 0.0010760 0.0081031 0.0016222 0.0080010
RSP015 Mediastinal disorders NA NA NA 0.0020002
RSP016 Other specified and unspecified lower respiratory disease 0.0179330 0.0366772 0.0025789 0.0590071
RSP017 Postprocedural or postoperative respiratory system complication 0.0060972 0.0093825 0.0014142 0.0185022
SKN001 Skin and subcutaneous tissue infections 0.0419633 0.0823105 0.0103155 0.1190143
SKN002 Other specified inflammatory condition of skin 0.0254649 0.0733544 0.0120625 0.0555067
SKN003 Pressure ulcer of skin 0.0007173 0.0110885 0.0013726 0.0070008
SKN004 Non-pressure ulcer of skin NA 0.0021324 0.0004575 0.0025003
SKN005 Contact dermatitis 0.0147051 0.0166327 0.0012063 0.0255031
SKN006 Postprocedural or postoperative skin complication NA 0.0021324 0.0001664 0.0020002
SKN007 Other specified and unspecified skin disorders 0.0502125 0.0997961 0.0101907 0.1260151
SYM001 Syncope 0.0010760 0.0208975 0.0031612 0.0105013
SYM002 Fever 0.0451913 0.0737809 0.0055321 0.1395167
SYM003 Shock 0.0064559 0.0200445 0.0029116 0.0165020
SYM004 Nausea and vomiting 0.0355074 0.1334880 0.0103987 0.1555187
SYM005 Dysphagia 0.0236716 0.0481922 0.0052825 0.0720086
SYM006 Abdominal pain and other digestive/abdomen signs and symptoms 0.0347901 0.1394587 0.0118129 0.1630196
SYM007 Malaise and fatigue 0.0082492 0.0221769 0.0023293 0.0240029
SYM008 Symptoms of mental and substance use conditions 0.0053799 0.1586503 0.0192584 0.0765092
SYM009 Abnormal findings related to substance use NA 0.0004265 NA NA
SYM010 Nervous system signs and symptoms 0.0717322 0.2102543 0.0227108 0.2070248
SYM011 Genitourinary signs and symptoms 0.0093252 0.0388096 0.0060728 0.0485058
SYM012 Circulatory signs and symptoms 0.0477019 0.1228260 0.0159724 0.1500180
SYM013 Respiratory signs and symptoms 0.0821333 0.1100316 0.0096500 0.1910229
SYM014 Skin/Subcutaneous signs and symptoms 0.0208023 0.0494716 0.0039099 0.0425051
SYM015 General sensation/perception signs and symptoms 0.0003587 0.0349713 0.0040347 0.0160019
SYM016 Other general signs and symptoms 0.2585944 0.5748940 0.0438410 0.7215866
SYM017 Abnormal findings without diagnosis 0.0312035 0.0891342 0.0136847 0.0980118

Sex-specific prevalence

For sex-specific prevalence, we can also calculate the prevalence:

\[ Sex-Prevalence = \frac{\text{# of ASD patients with a specific comorbidity category}}{\text{# of inpatients with specific sex aged 1 ~ 20}} \]

The following plot and table show sex-specific prevalence for each general category:

sex DXCCSR_cat prevalence_2
female BLD 0.0848211
female CIR 0.0708602
female DIG 0.2355751
female EAR 0.0289776
female END 0.2639662
female EXT 0.0232290
female EYE 0.0337877
female FAC 0.3480834
female GEN 0.1028881
female INF 0.1115697
female INJ 0.1146200
female MAL 0.1400780
female MBD 0.3627482
female MUS 0.0720334
female NEO 0.0253408
female NVS 0.3369381
female PNL 0.0071564
female PRG 0.0069218
female RSP 0.1993238
female SKN 0.0653463
female SYM 0.3297817
male BLD 0.3587927
male CIR 0.3195678
male DIG 0.9633181
male EAR 0.1283875
male END 0.9585386
male EXT 0.0932828
male EYE 0.1213006
male FAC 1.5001063
male GEN 0.2688061
male INF 0.4449887
male INJ 0.5893628
male MAL 0.4901468
male MBD 1.5571308
male MUS 0.2416124
male NEO 0.1499777
male NVS 1.2734917
male PNL 0.0296659
male RSP 0.9781511
male SKN 0.2989665
male SYM 1.3712244

The following plot and table show sex-specific prevalence for each specific category:

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## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

## Warning in `CCSR Category` == DXCCSR_code: longer object length is not a
## multiple of shorter object length

DXCCSR sex prevalence_2
BLD001 female 0.0126704
BLD001 male 0.0416971
BLD001 NA NA
BLD002 female 0.0021117
BLD002 male 0.0143385
BLD003 female 0.0248715
BLD003 male 0.0987216
BLD003 NA NA
BLD004 female 0.0066871
BLD004 male 0.0194477
BLD005 female 0.0048100
BLD005 male 0.0212606
BLD006 female 0.0181843
BLD006 male 0.0959198
BLD006 NA NA
BLD007 female 0.0177151
BLD007 male 0.0868552
BLD008 female 0.0105586
BLD008 male 0.0464766
BLD009 male 0.0001648
BLD010 female 0.0017598
BLD010 male 0.0046147
CIR001 female 0.0007039
CIR001 male 0.0036258
CIR002 female 0.0003520
CIR002 male 0.0008241
CIR003 female 0.0042235
CIR003 male 0.0176347
CIR004 female 0.0010559
CIR004 male 0.0018129
CIR005 female 0.0023464
CIR005 male 0.0171403
CIR006 female 0.0015251
CIR006 male 0.0113719
CIR007 female 0.0172458
CIR007 male 0.0889977
CIR008 female 0.0050447
CIR008 male 0.0270289
CIR009 female 0.0001173
CIR009 male 0.0009889
CIR010 male 0.0001648
CIR011 female 0.0002346
CIR011 male 0.0023073
CIR012 female 0.0008212
CIR012 male 0.0070869
CIR013 female 0.0003520
CIR013 male 0.0014833
CIR014 female 0.0036369
CIR014 male 0.0110423
CIR015 female 0.0016425
CIR015 male 0.0090646
CIR016 female 0.0066871
CIR016 male 0.0293363
CIR017 female 0.0071564
CIR017 male 0.0286770
CIR018 female 0.0010559
CIR018 male 0.0077461
CIR019 female 0.0018771
CIR019 male 0.0112071
CIR020 female 0.0011732
CIR020 male 0.0046147
CIR021 female 0.0007039
CIR021 male 0.0060980
CIR022 female 0.0003520
CIR022 male 0.0009889
CIR023 female 0.0004693
CIR023 male 0.0009889
CIR024 female 0.0017598
CIR024 male 0.0036258
CIR025 female 0.0018771
CIR025 male 0.0062628
CIR026 female 0.0026983
CIR026 male 0.0070869
CIR027 male 0.0001648
CIR028 female 0.0005866
CIR028 male 0.0039555
CIR029 female 0.0001173
CIR029 male 0.0013185
CIR030 female 0.0001173
CIR030 male 0.0004944
CIR031 female 0.0126704
CIR031 male 0.0463118
CIR032 female 0.0010559
CIR032 male 0.0026370
CIR033 female 0.0034022
CIR033 male 0.0113719
CIR034 female 0.0003520
CIR034 male 0.0008241
CIR036 female 0.0005866
CIR036 male 0.0019777
CIR037 female 0.0017598
CIR037 male 0.0128552
CIR038 female 0.0004693
CIR038 male 0.0041203
CIR039 female 0.0025810
CIR039 male 0.0126904
DIG001 female 0.0225251
DIG001 male 0.0743296
DIG001 NA NA
DIG002 female 0.0086816
DIG002 male 0.0453229
DIG003 female 0.0097374
DIG003 male 0.0468062
DIG003 NA NA
DIG004 female 0.0667541
DIG004 male 0.2551268
DIG005 female 0.0010559
DIG005 male 0.0080757
DIG006 female 0.0005866
DIG006 male 0.0034610
DIG007 female 0.0070391
DIG007 male 0.0286770
DIG008 female 0.0124357
DIG008 male 0.0337862
DIG009 female 0.0069218
DIG009 male 0.0558708
DIG010 female 0.0022290
DIG010 male 0.0156570
DIG011 female 0.0052793
DIG011 male 0.0281826
DIG012 female 0.0183017
DIG012 male 0.0903162
DIG012 NA NA
DIG013 female 0.0003520
DIG013 male 0.0004944
DIG014 female 0.0008212
DIG014 male 0.0039555
DIG015 female 0.0022290
DIG015 male 0.0149978
DIG016 female 0.0075084
DIG016 male 0.0458174
DIG017 female 0.0050447
DIG017 male 0.0133497
DIG018 female 0.0007039
DIG018 male 0.0039555
DIG019 female 0.0039888
DIG019 male 0.0229087
DIG020 female 0.0091508
DIG020 male 0.0347750
DIG021 female 0.0077430
DIG021 male 0.0444989
DIG022 female 0.0117318
DIG022 male 0.0468062
DIG023 female 0.0011732
DIG023 male 0.0028018
DIG024 female 0.0092681
DIG024 male 0.0428508
DIG025 female 0.1066423
DIG025 male 0.3981825
DIG025 NA NA
EAR001 female 0.0119665
EAR001 male 0.0499376
EAR002 female 0.0021117
EAR002 male 0.0107127
EAR003 female 0.0002346
EAR003 male 0.0003296
EAR004 female 0.0124357
EAR004 male 0.0580133
EAR004 NA NA
EAR005 male 0.0001648
EAR006 female 0.0052793
EAR006 male 0.0258753
END001 female 0.0350782
END001 male 0.0899866
END002 female 0.0119665
END002 male 0.0341158
END003 female 0.0141955
END003 male 0.0664187
END004 female 0.0125531
END004 male 0.0644410
END005 female 0.0113799
END005 male 0.0273586
END006 female 0.0019944
END006 male 0.0084053
END007 female 0.0190056
END007 male 0.0637817
END008 female 0.0214692
END008 male 0.0693853
END008 NA NA
END009 female 0.0556089
END009 male 0.1962895
END009 NA NA
END010 female 0.0073911
END010 male 0.0327973
END011 female 0.1101619
END011 male 0.4405388
END011 NA NA
END012 female 0.0035195
END012 male 0.0154922
END013 female 0.0084469
END013 male 0.0324677
END014 female 0.0008212
END014 male 0.0014833
END015 female 0.0251061
END015 male 0.0575189
END015 NA NA
END016 female 0.0357821
END016 male 0.1448685
EXT002 female 0.0002346
EXT002 male 0.0034610
EXT004 female 0.0001173
EXT004 male 0.0018129
EXT011 male 0.0003296
EXT012 female 0.0001173
EXT012 male 0.0003296
EXT014 female 0.0146648
EXT014 male 0.0468062
EXT015 female 0.0014078
EXT015 male 0.0056036
EXT017 female 0.0003520
EXT017 male 0.0044499
EXT018 female 0.0049274
EXT018 male 0.0273586
EXT019 female 0.0024637
EXT019 male 0.0054388
EXT020 female 0.0086816
EXT020 male 0.0530690
EXT021 female 0.0119665
EXT021 male 0.0276882
EXT022 female 0.0022290
EXT022 male 0.0080757
EXT023 female 0.0003520
EXT023 male 0.0051091
EYE001 female 0.0045754
EYE001 male 0.0166459
EYE002 female 0.0005866
EYE002 male 0.0024722
EYE003 female 0.0008212
EYE003 male 0.0037906
EYE004 female 0.0002346
EYE004 male 0.0014833
EYE005 female 0.0016425
EYE005 male 0.0074165
EYE006 female 0.0049274
EYE006 male 0.0171403
EYE007 female 0.0071564
EYE007 male 0.0141737
EYE008 female 0.0011732
EYE008 male 0.0088998
EYE009 female 0.0023464
EYE009 male 0.0085702
EYE010 female 0.0122011
EYE010 male 0.0471358
EYE012 female 0.0042235
EYE012 male 0.0128552
FAC002 male 0.0006592
FAC003 female 0.0016425
FAC003 male 0.0069220
FAC004 male 0.0003296
FAC005 female 0.0001173
FAC006 female 0.0084469
FAC006 male 0.0624632
FAC006 NA NA
FAC007 female 0.0007039
FAC007 male 0.0014833
FAC008 male 0.0009889
FAC009 female 0.0218212
FAC009 male 0.0931180
FAC010 female 0.0076257
FAC010 male 0.0301603
FAC011 female 0.0001173
FAC012 female 0.0050447
FAC012 male 0.0192828
FAC013 female 0.0008212
FAC014 female 0.0002346
FAC014 male 0.0047795
FAC015 female 0.0003520
FAC015 male 0.0029666
FAC016 female 0.0123184
FAC016 male 0.0555412
FAC017 female 0.0041061
FAC017 male 0.0176347
FAC019 female 0.0435251
FAC019 male 0.2004097
FAC020 female 0.0051620
FAC020 male 0.0210958
FAC021 female 0.1385529
FAC021 male 0.5587080
FAC021 NA NA
FAC022 female 0.0036369
FAC022 male 0.0280178
FAC023 female 0.0070391
FAC023 male 0.0262049
FAC023 NA NA
FAC024 female 0.0018771
FAC024 male 0.0056036
FAC025 female 0.1836031
FAC025 male 0.8041110
FAC025 NA NA
GEN001 female 0.0012905
GEN001 male 0.0121960
GEN002 female 0.0117318
GEN002 male 0.0604855
GEN003 female 0.0066871
GEN003 male 0.0291715
GEN004 female 0.0390670
GEN004 male 0.0476303
GEN005 female 0.0021117
GEN005 male 0.0090646
GEN006 female 0.0075084
GEN006 male 0.0331269
GEN007 female 0.0062179
GEN007 male 0.0262049
GEN007 NA NA
GEN008 female 0.0165419
GEN008 male 0.0720222
GEN008 NA NA
GEN009 female 0.0034022
GEN009 male 0.0151626
GEN010 female 0.0008212
GEN010 male 0.0034610
GEN011 female 0.0034022
GEN011 male 0.0075813
GEN013 male 0.0046147
GEN016 male 0.0131848
GEN017 female 0.0005866
GEN017 male 0.0052739
GEN018 female 0.0057486
GEN019 female 0.0001173
GEN021 female 0.0099721
GEN022 female 0.0028156
GEN023 female 0.0002346
GEN024 female 0.0002346
GEN025 female 0.0096201
GEN026 female 0.0007039
GEN026 male 0.0016481
INF001 female 0.0002346
INF001 male 0.0001648
INF002 female 0.0132570
INF002 male 0.0593318
INF003 female 0.0564301
INF003 male 0.2226592
INF003 NA NA
INF004 female 0.0130223
INF004 male 0.0420267
INF005 male 0.0003296
INF006 female 0.0001173
INF006 male 0.0003296
INF007 female 0.0007039
INF007 male 0.0024722
INF008 female 0.0456368
INF008 male 0.1941469
INF009 female 0.0056313
INF009 male 0.0138441
INF010 female 0.0002346
INF010 male 0.0001648
INF011 female 0.0010559
INF011 male 0.0019777
INJ001 female 0.0015251
INJ001 male 0.0161514
INJ002 female 0.0015251
INJ002 male 0.0041203
INJ003 female 0.0007039
INJ003 male 0.0037906
INJ004 female 0.0026983
INJ004 male 0.0176347
INJ005 female 0.0044581
INJ005 male 0.0215902
INJ006 female 0.0005866
INJ006 male 0.0064276
INJ007 female 0.0007039
INJ007 male 0.0018129
INJ008 female 0.0029330
INJ008 male 0.0215902
INJ009 female 0.0002346
INJ009 male 0.0006592
INJ010 female 0.0018771
INJ010 male 0.0085702
INJ011 female 0.0022290
INJ011 male 0.0153274
INJ012 female 0.0032849
INJ012 male 0.0163163
INJ013 female 0.0002346
INJ013 male 0.0031314
INJ014 female 0.0001173
INJ014 male 0.0009889
INJ015 male 0.0001648
INJ016 male 0.0011537
INJ017 female 0.0073911
INJ017 male 0.0474655
INJ018 female 0.0002346
INJ018 male 0.0004944
INJ019 female 0.0019944
INJ019 male 0.0097238
INJ020 female 0.0029330
INJ020 male 0.0234031
INJ021 female 0.0008212
INJ021 male 0.0057684
INJ022 female 0.0146648
INJ022 male 0.0468062
INJ023 female 0.0018771
INJ023 male 0.0090646
INJ024 female 0.0001173
INJ024 male 0.0018129
INJ025 female 0.0001173
INJ025 male 0.0029666
INJ026 female 0.0005866
INJ026 male 0.0046147
INJ027 female 0.0045754
INJ027 male 0.0115367
INJ028 female 0.0102067
INJ028 male 0.0632873
INJ029 female 0.0011732
INJ029 male 0.0042851
INJ030 female 0.0090335
INJ030 male 0.0446637
INJ031 female 0.0314413
INJ031 male 0.1743696
INJ032 female 0.0022290
INJ032 male 0.0080757
INJ033 female 0.0021117
INJ033 male 0.0121960
INJ034 female 0.0003520
INJ034 male 0.0021425
INJ035 female 0.0011732
INJ035 male 0.0044499
INJ036 female 0.0025810
INJ036 male 0.0120312
INJ037 female 0.0112626
INJ037 male 0.0614744
INJ038 female 0.0001173
INJ038 male 0.0008241
INJ039 female 0.0003520
INJ039 male 0.0003296
INJ041 female 0.0004693
INJ041 male 0.0016481
INJ042 female 0.0003520
INJ042 male 0.0019777
INJ043 male 0.0001648
INJ044 male 0.0001648
INJ045 female 0.0001173
INJ045 male 0.0011537
INJ046 male 0.0003296
INJ047 male 0.0003296
INJ048 female 0.0003520
INJ048 male 0.0011537
INJ049 female 0.0003520
INJ049 male 0.0024722
INJ050 male 0.0001648
INJ054 female 0.0003520
INJ054 male 0.0029666
INJ056 female 0.0001173
INJ056 male 0.0003296
INJ057 female 0.0001173
INJ057 male 0.0001648
INJ059 female 0.0009385
INJ059 male 0.0009889
INJ060 male 0.0003296
INJ061 female 0.0001173
INJ061 male 0.0004944
INJ063 male 0.0003296
INJ064 male 0.0001648
INJ065 female 0.0001173
INJ065 male 0.0004944
INJ066 male 0.0003296
INJ068 female 0.0003520
INJ068 male 0.0004944
INJ069 male 0.0001648
INJ072 female 0.0001173
INJ072 male 0.0008241
INJ073 female 0.0002346
INJ073 male 0.0026370
INJ074 female 0.0001173
INJ074 male 0.0008241
INJ075 female 0.0002346
INJ075 male 0.0011537
INJ076 female 0.0001173
MAL001 female 0.0305028
MAL001 male 0.1175100
MAL002 female 0.0052793
MAL002 male 0.0202717
MAL003 female 0.0053966
MAL003 male 0.0331269
MAL004 female 0.0283910
MAL004 male 0.0861960
MAL005 female 0.0029330
MAL005 male 0.0084053
MAL006 female 0.0010559
MAL006 male 0.0052739
MAL007 female 0.0030503
MAL007 male 0.0166459
MAL008 female 0.0180670
MAL008 male 0.0693853
MAL009 female 0.0468100
MAL009 male 0.1343207
MAL010 female 0.0260447
MAL010 male 0.0766369
MBD001 female 0.0396536
MBD001 male 0.1690957
MBD001 NA NA
MBD002 female 0.1154412
MBD002 male 0.3421469
MBD003 female 0.0621787
MBD003 male 0.2429309
MBD003 NA NA
MBD004 female 0.0622960
MBD004 male 0.3368729
MBD005 female 0.1454747
MBD005 male 0.5104185
MBD006 female 0.0286257
MBD006 male 0.1097639
MBD007 female 0.0533798
MBD007 male 0.1714030
MBD008 female 0.0977261
MBD008 male 0.5746946
MBD009 female 0.0210000
MBD009 male 0.0379064
MBD010 female 0.0145475
MBD010 male 0.0323029
MBD010 NA NA
MBD011 female 0.0026983
MBD011 male 0.0056036
MBD012 female 0.0488044
MBD012 male 0.1641514
MBD013 female 0.0153687
MBD013 male 0.0290067
MBD017 female 0.0025810
MBD017 male 0.0093942
MBD018 female 0.0012905
MBD018 male 0.0095590
MBD019 female 0.0079776
MBD019 male 0.0486191
MBD020 female 0.0025810
MBD020 male 0.0141737
MBD021 female 0.0014078
MBD021 male 0.0113719
MBD022 female 0.0001173
MBD022 male 0.0006592
MBD023 female 0.0001173
MBD023 male 0.0004944
MBD024 female 0.0058659
MBD024 male 0.0418619
MBD025 female 0.0011732
MBD025 male 0.0087350
MBD026 female 0.0004693
MBD026 male 0.0011537
MBD027 female 0.0009385
MBD027 male 0.0009889
MBD028 male 0.0001648
MBD032 female 0.0001173
MBD034 female 0.0001173
MBD034 male 0.0001648
MUS001 female 0.0002346
MUS001 male 0.0044499
MUS002 female 0.0028156
MUS002 male 0.0120312
MUS003 female 0.0008212
MUS003 male 0.0013185
MUS004 female 0.0022290
MUS004 male 0.0042851
MUS005 female 0.0001173
MUS005 male 0.0001648
MUS006 female 0.0009385
MUS006 male 0.0029666
MUS007 female 0.0019944
MUS007 male 0.0107127
MUS008 male 0.0011537
MUS009 female 0.0012905
MUS009 male 0.0070869
MUS010 female 0.0066871
MUS010 male 0.0309844
MUS011 female 0.0046927
MUS011 male 0.0153274
MUS012 female 0.0001173
MUS012 male 0.0001648
MUS013 female 0.0016425
MUS013 male 0.0024722
MUS014 female 0.0004693
MUS014 male 0.0023073
MUS015 male 0.0001648
MUS016 male 0.0014833
MUS017 male 0.0004944
MUS020 male 0.0001648
MUS021 female 0.0025810
MUS021 male 0.0112071
MUS022 female 0.0278044
MUS022 male 0.0669131
MUS023 female 0.0031676
MUS023 male 0.0158218
MUS024 female 0.0058659
MUS024 male 0.0156570
MUS025 female 0.0037542
MUS025 male 0.0097238
MUS026 female 0.0068045
MUS026 male 0.0337862
MUS027 female 0.0001173
MUS027 male 0.0004944
MUS028 female 0.0030503
MUS028 male 0.0156570
MUS029 female 0.0012905
MUS029 male 0.0084053
MUS030 female 0.0003520
MUS030 male 0.0024722
MUS031 male 0.0001648
MUS033 male 0.0003296
MUS036 male 0.0001648
MUS037 female 0.0003520
MUS037 male 0.0008241
MUS038 female 0.0018771
MUS038 male 0.0044499
NEO001 male 0.0003296
NEO002 male 0.0003296
NEO003 male 0.0004944
NEO006 male 0.0008241
NEO007 female 0.0001173
NEO007 male 0.0004944
NEO011 male 0.0008241
NEO015 male 0.0014833
NEO017 male 0.0006592
NEO020 male 0.0003296
NEO022 male 0.0003296
NEO023 female 0.0019944
NEO023 male 0.0151626
NEO024 female 0.0005866
NEO024 male 0.0047795
NEO025 male 0.0001648
NEO033 female 0.0005866
NEO040 male 0.0036258
NEO043 male 0.0009889
NEO045 female 0.0001173
NEO045 male 0.0031314
NEO048 female 0.0030503
NEO048 male 0.0107127
NEO049 female 0.0001173
NEO049 male 0.0006592
NEO050 female 0.0002346
NEO050 male 0.0013185
NEO055 female 0.0001173
NEO056 female 0.0008212
NEO056 male 0.0041203
NEO056 NA NA
NEO057 female 0.0008212
NEO057 male 0.0029666
NEO058 female 0.0008212
NEO058 male 0.0065924
NEO059 female 0.0037542
NEO059 male 0.0266993
NEO059 NA NA
NEO060 female 0.0007039
NEO060 male 0.0041203
NEO062 male 0.0001648
NEO064 female 0.0003520
NEO064 male 0.0013185
NEO065 male 0.0008241
NEO066 female 0.0001173
NEO068 female 0.0002346
NEO068 male 0.0016481
NEO069 female 0.0002346
NEO069 male 0.0023073
NEO070 female 0.0016425
NEO070 male 0.0194477
NEO071 male 0.0009889
NEO072 female 0.0026983
NEO072 male 0.0179644
NEO073 female 0.0069218
NEO073 male 0.0206013
NEO074 female 0.0049274
NEO074 male 0.0323029
NVS001 female 0.0011732
NVS001 male 0.0077461
NVS002 female 0.0026983
NVS002 male 0.0080757
NVS004 female 0.0011732
NVS004 male 0.0032962
NVS005 female 0.0001173
NVS005 male 0.0009889
NVS006 female 0.0138436
NVS006 male 0.0517505
NVS007 female 0.0441117
NVS007 male 0.1283875
NVS008 female 0.0062179
NVS008 male 0.0202717
NVS009 female 0.2206757
NVS009 male 0.8154830
NVS010 female 0.0274525
NVS010 male 0.0919643
NVS011 female 0.0048100
NVS011 male 0.0140089
NVS012 female 0.0001173
NVS012 male 0.0003296
NVS013 female 0.0031676
NVS013 male 0.0201069
NVS014 female 0.0005866
NVS014 male 0.0011537
NVS015 female 0.0029330
NVS015 male 0.0169755
NVS016 female 0.0587765
NVS016 male 0.2304053
NVS017 female 0.0017598
NVS017 male 0.0069220
NVS018 female 0.0017598
NVS018 male 0.0191180
NVS019 female 0.0109106
NVS019 male 0.0360935
NVS020 female 0.0364860
NVS020 male 0.1330022
NVS021 female 0.0010559
NVS021 male 0.0044499
NVS022 female 0.0011732
NVS022 male 0.0013185
PNL002 female 0.0001173
PNL002 male 0.0003296
PNL004 female 0.0001173
PNL006 female 0.0035195
PNL006 male 0.0103831
PNL009 male 0.0003296
PNL010 female 0.0002346
PNL010 male 0.0013185
PNL013 female 0.0001173
PNL013 male 0.0006592
PNL014 male 0.0001648
PNL015 female 0.0031676
PNL015 male 0.0169755
PRG002 female 0.0050447
PRG008 female 0.0009385
PRG010 female 0.0003520
PRG011 female 0.0004693
PRG013 female 0.0005866
PRG014 female 0.0002346
PRG017 female 0.0001173
PRG018 female 0.0001173
PRG019 female 0.0001173
PRG020 female 0.0010559
PRG021 female 0.0001173
PRG022 female 0.0005866
PRG023 female 0.0049274
PRG024 female 0.0019944
PRG026 female 0.0023464
PRG027 female 0.0008212
PRG028 female 0.0025810
PRG029 female 0.0003520
PRG030 female 0.0049274
RSP001 female 0.0071564
RSP001 male 0.0339510
RSP002 female 0.0373072
RSP002 male 0.1562405
RSP003 female 0.0057486
RSP003 male 0.0324677
RSP004 female 0.0068045
RSP004 male 0.0299955
RSP005 female 0.0061006
RSP005 male 0.0219198
RSP006 female 0.0279218
RSP006 male 0.1353095
RSP007 female 0.0197095
RSP007 male 0.0980623
RSP008 female 0.0012905
RSP008 male 0.0113719
RSP009 female 0.0966703
RSP009 male 0.5259107
RSP009 NA NA
RSP010 female 0.0073911
RSP010 male 0.0400490
RSP011 female 0.0131396
RSP011 male 0.0680668
RSP012 female 0.0192402
RSP012 male 0.0913051
RSP013 female 0.0001173
RSP013 male 0.0021425
RSP014 female 0.0012905
RSP014 male 0.0108775
RSP015 female 0.0001173
RSP015 male 0.0004944
RSP016 female 0.0082123
RSP016 male 0.0405434
RSP017 female 0.0018771
RSP017 male 0.0154922
SKN001 female 0.0208827
SKN001 male 0.1018530
SKN002 female 0.0177151
SKN002 male 0.0809220
SKN002 NA NA
SKN003 female 0.0032849
SKN003 male 0.0077461
SKN004 female 0.0008212
SKN004 male 0.0023073
SKN005 female 0.0070391
SKN005 male 0.0164811
SKN006 female 0.0005866
SKN006 male 0.0013185
SKN007 female 0.0213519
SKN007 male 0.1132249
SKN007 NA NA
SYM001 female 0.0059832
SYM001 male 0.0161514
SYM002 female 0.0199441
SYM002 male 0.0889977
SYM002 NA NA
SYM003 female 0.0042235
SYM003 male 0.0217550
SYM004 female 0.0312067
SYM004 male 0.1163563
SYM004 NA NA
SYM005 female 0.0133743
SYM005 male 0.0553764
SYM006 female 0.0302681
SYM006 male 0.1278930
SYM007 female 0.0043408
SYM007 male 0.0234031
SYM008 female 0.0268659
SYM008 male 0.1275634
SYM009 male 0.0001648
SYM010 female 0.0519720
SYM010 male 0.1994209
SYM011 female 0.0096201
SYM011 male 0.0458174
SYM012 female 0.0309720
SYM012 male 0.1386057
SYM013 female 0.0308547
SYM013 male 0.1381113
SYM014 female 0.0106760
SYM014 male 0.0431804
SYM015 female 0.0080950
SYM015 male 0.0235679
SYM016 female 0.1427764
SYM016 male 0.5517860
SYM016 NA NA
SYM017 female 0.0261620
SYM017 male 0.0985568

Research Question 1: Evaluate SMRs

helper functions

# match names for abbr.
CCSR_cat_match = function(code,df=ccsr_reference_abbr){
  terms = df %>%
    filter(`3-Character Abbreviation`==code)
  return(terms$`ICD-10-CM Diagnosis Chapter`)
}

CCSR_sub_match = function(code,df=ccsr_reference_icd){
  terms = df %>%
    filter(`CCSR Category`==code) %>%
    select(3,4) %>%
    distinct()
  return(terms$`CCSR Category Description`)
}

# calculate 95 CI
SMR_L = function(obs,expected){
  SMR_L = qchisq(0.025, df = 2 * obs) / (2 * expected)
  return(SMR_L)
}

SMR_U = function(obs,expected){
  SMR_U = qchisq(1-0.025, df = (2 * obs) + 2) / (2 * expected)
  return(SMR_U)
}

get_CI = function(df){
  df = df %>%
      mutate(CI_L = unlist(map2(obs, expected, SMR_L)),
         CI_U = unlist(map2(obs, expected, SMR_U)))
  return(df)
}

This updated report is for calculating SMR. In the following sections, we are going to calculate:

  • Crude SMR
  • SMR adjusted by age
  • SMR adjusted by sex
  • SMR adjusted by age & sex

Generally, the formula for SMR is:

\[ SMR = \frac{\text{# of observed categories}}{\text{# of expeected caregories}} \] where

\[ \text{# of expeected patients in the caregory} = \text{# of ASD patients}*\frac{\text{# of inpatients in the category}}{\text{# of inpatients at risk}} \]

Data preparation

Note: the original data was too large for a normal laptop to work with. So here I directly import the statistics that I have obtained from a more advanced device, thus the original codes for processing the data cannot be seen.

Results

Crude SMR Without Stratification

The following table and charts are crude SMRs for the 21 general categories and 540 specific categories:

21-crude

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   crude_prop = col_double(),
##   crude_expected = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   crude_prop = col_double(),
##   crude_expected = col_double()
## )
DXCCSR_cat SMR description
NVS 2.1198371 Diseases of the Nervous System
PNL 2.1133908 Certain Conditions Originating in the Perinatal Period
MAL 1.7607162 Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD 1.5039697 Mental, Behavioral and Neurodevelopmental Disorders
EYE 1.4190791 Diseases of the Eye and Adnexa
SYM 1.3546962 Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified
DIG 1.2612145 Diseases of the Digestive System
EAR 1.1606802 Diseases of the Ear and Mastoid Process
END 1.1188861 Endocrine, Nutritional and Metabolic Diseases
FAC 1.0947657 Factors Influencing Health Status and Contact with Health Services
SKN 1.0371924 Diseases of the Skin and Subcutaneous Tissue
INJ 1.0070556 Injury, Poisoning and Certain Other Consequences of External Causes
EXT 0.9906816 External Causes of Morbidity
RSP 0.9533524 Diseases of the Respiratory System
MUS 0.9438118 Diseases of the Musculoskeletal System and Connective Tissue
CIR 0.8836528 Diseases of the Circulatory System
GEN 0.8309342 Diseases of the Genitourinary System
INF 0.7375357 Certain Infectious and Parasitic Diseases
BLD 0.6520680 Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
NEO 0.6458904 Neoplasms
PRG 0.0107171 Pregnancy, Childbirth and the Puerperium

540-crude

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_character(),
##   x = col_double()
## )

DXCCSR x obs SMR description
INJ066 0.0592491 2 33.7557907 Underdosing of drugs and medicaments, subsequent encounter
NEO006 0.1777473 5 28.1298256 Head and neck cancers - hypopharyngeal
NEO003 0.1579976 3 18.9876323 Head and neck cancers - throat
NEO007 0.3949940 4 10.1267372 Head and neck cancers - pharyngeal
PNL010 1.2047316 10 8.3006043 Newborn affected by maternal conditions or complications of labor/delivery
NVS004 3.6536941 30 8.2108680 Parkinson`s disease
PNL015 16.7477438 130 7.7622396 Fetal alcohol syndrome
MUS020 0.1382479 1 7.2333837 Pathological, stress and atypical fractures, sequela
MUS017 0.4147437 3 7.2333837 Stress fracture, subsequent encounter
MBD006 138.5243807 910 6.5692407 Obsessive-compulsive and related disorders
PNL014 0.1579976 1 6.3292108 Neonatal abstinence syndrome
INJ054 3.3179492 21 6.3292108 Superficial injury; contusion, subsequent encounter
NEO065 0.8097376 5 6.1748398 Multiple myeloma
INJ057 0.3357449 2 5.9569042 Effect of foreign body entering opening, subsequent encounter
MBD008 821.8244267 4320 5.2565972 Disruptive, impulse-control and conduct disorders
EXT011 0.4344934 2 4.6030624 External cause codes: natural/environment; initial encounter
INJ068 1.3824788 6 4.3400302 Maltreatment/abuse, subsequent encounter
MBD004 599.9168217 2575 4.2922617 Other specified and unspecified mood disorders
SYM008 234.6461601 1003 4.2745213 Symptoms of mental and substance use conditions
GEN008 138.3466334 579 4.1851398 Urinary incontinence
INJ048 2.4489625 10 4.0833618 Open wounds of head and neck, subsequent encounter
CIR010 0.2567461 1 3.8948989 Complications of acute myocardial infarction
NVS009 1807.9465898 6829 3.7772134 Epilepsy; convulsions
INJ061 1.1454825 4 3.4919783 Sprains and strains, subsequent encounter
INJ060 0.5727412 2 3.4919783 Toxic effects, subsequent encounter
INJ074 1.7379734 6 3.4522968 Effect of other external causes, sequela
INJ075 2.6859589 9 3.3507586 Poisoning/toxic effect/adverse effects/underdosing, sequela
MAL009 381.2876666 1214 3.1839477 Chromosomal abnormalities
INJ029 11.3363266 36 3.1756319 Underdosing of drugs and medicaments, initial encounter
MBD028 0.3159952 1 3.1646054 Opioid-related disorders; subsequent encounter
NVS022 5.7866615 18 3.1106019 Sequela of specified nervous system conditions
INF011 6.8333955 21 3.0731428 Sequela of specified infectious disease conditions
MUS016 2.9427050 9 3.0584106 Stress fracture, initial encounter
INJ063 0.7109891 2 2.8129826 Other specified injury, subsequent encounter
INJ069 0.3554946 1 2.8129826 Complication of cardiovascular device, implant or graft, subsequent encounter
MBD001 485.3093251 1365 2.8126391 Schizophrenia spectrum and other psychotic disorders
FAC003 20.4409373 56 2.7396004 Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
SYM016 1707.9933690 4566 2.6733125 Other general signs and symptoms
INJ049 6.8333955 18 2.6341224 Open wounds to limbs, subsequent encounter
EXT018 80.7960139 208 2.5743844 External cause codes: other specified, classifiable and NEC; initial encounter
BLD009 0.3949940 1 2.5316843 Postprocedural or postoperative complications of the spleen
MBD032 0.3949940 1 2.5316843 Sedative-related disorders; subsequent encounter
MBD034 0.7899879 2 2.5316843 Mental and substance use disorders; sequela
INJ020 66.0429896 167 2.5286560 Effect of foreign body entering opening, initial encounter
EYE003 11.8893181 30 2.5232734 Glaucoma
INJ028 188.1948708 471 2.5027250 Adverse effects of drugs and medicaments, initial encounter
MBD003 810.4091014 2005 2.4740591 Bipolar and related disorders
EYE002 8.2948731 20 2.4111279 Cataract and other lens disorders
INJ064 0.4147437 1 2.4111279 Other unspecified injuries, subsequent encounter
MBD027 5.9446591 14 2.3550552 Suicide attempt/intentional self-harm; subsequent encounter
EXT022 28.8938079 68 2.3534454 External cause codes: intent of injury, assault
EYE009 30.6515311 72 2.3489854 Refractive error
MAL010 296.6602113 687 2.3157807 Other specified and unspecified congenital anomalies
INJ059 6.2409045 14 2.2432646 Poisoning by drugs, subsequent encounter
NVS016 854.1744318 1899 2.2231993 Sleep wake disorders
INJ032 30.7502795 68 2.2113620 Maltreatment/abuse
INJ017 165.6802152 351 2.1185390 Superficial injury; contusion, initial encounter
DIG025 1630.5350541 3327 2.0404345 Other specified and unspecified gastrointestinal disorders
FAC005 0.4937424 1 2.0253474 Encounter for prophylactic measures (excludes immunization)
NVS006 213.5929822 432 2.0225384 Other specified hereditary and degenerative nervous system conditions
FAC007 7.4258864 15 2.0199609 Encounter for mental health conditions
NEO015 4.4634317 9 2.0163857 Gastrointestinal cancers - colorectal
MUS021 44.8910632 90 2.0048534 Acquired foot deformities
EAR004 229.0174962 459 2.0042137 Hearing loss
NVS007 576.6121783 1155 2.0030794 Cerebral palsy
DIG008 158.4715755 311 1.9624971 Other specified and unspecified disorders of stomach and duodenum
MUS027 2.0539686 4 1.9474495 Musculoskeletal abscess
FAC019 842.9763531 1587 1.8826151 Socioeconomic/psychosocial factors
INJ015 0.5332418 1 1.8753217 Amputation of other body parts, initial encounter
END001 453.2358158 845 1.8643716 Thyroid disorders
MBD005 2344.2298851 4337 1.8500745 Anxiety and fear-related disorders
MBD011 31.3230208 57 1.8197479 Somatic disorders
END010 146.2465125 262 1.7914957 Disorders of lipid metabolism
NVS011 70.7829171 126 1.7800905 Neurocognitive disorders
END013 155.1931257 269 1.7333242 Pituitary disorders
MUS013 16.8267426 29 1.7234471 Osteoporosis
MAL001 565.0783547 973 1.7218851 Cardiac and circulatory congenital anomalies
DIG004 1230.1099303 2117 1.7209844 Esophageal disorders
EYE007 85.8716862 147 1.7118565 Strabismus
INJ065 2.3502140 4 1.7019726 Adverse effects of drugs and medicaments, subsequent encounter
EAR006 118.8141822 202 1.7001337 Other specified and unspecified disorders of the ear
EYE005 35.1149628 59 1.6801954 Retinal and vitreous conditions
INJ006 26.5040945 44 1.6601209 Fracture of the neck of the femur (hip), initial encounter
EYE010 235.3966486 390 1.6567780 Blindness and vision defects
SYM010 998.5644727 1653 1.6553763 Nervous system signs and symptoms
NVS018 79.2752871 131 1.6524696 Myopathies
MBD010 197.7537245 321 1.6232311 Feeding and eating disorders
NEO043 3.7129432 6 1.6159687 Urinary system cancers - bladder
END007 342.9535031 549 1.6008001 Nutritional deficiencies
INJ033 57.5111201 92 1.5996906 Complication of cardiovascular device, implant or graft, initial encounter
END005 165.1074740 263 1.5929018 Diabetes mellitus, Type 2
MAL004 482.6036165 765 1.5851518 Nervous system congenital anomalies
SYM015 134.6336902 212 1.5746430 General sensation/perception signs and symptoms
DIG012 450.8856018 705 1.5635895 Intestinal obstruction and ileus
NEO071 3.8511911 6 1.5579596 Malignant neoplasm, unspecified
RSP010 197.2797318 306 1.5510970 Aspiration pneumonitis
MUS031 0.6517400 1 1.5343541 Traumatic arthropathy
BLD008 244.0667660 372 1.5241731 Immunity disorders
CIR002 5.2929190 8 1.5114533 Acute rheumatic heart disease
INJ072 3.9696893 6 1.5114533 Complication of other surgical or medical care, injury, subsequent encounter
EXT020 262.4932341 396 1.5086103 External cause codes: intent of injury, accidental/unintentional
MUS014 11.9683169 18 1.5039709 Pathological fracture, initial encounter
FAC002 2.6662092 4 1.5002574 Encounter for mental health services related to abuse
EXT017 20.4211876 30 1.4690625 External cause codes: suffocation/inhalation; initial encounter
END015 387.9630645 565 1.4563242 Other specified and unspecified endocrine disorders
NEO068 8.2751234 12 1.4501294 Myelodysplastic syndrome (MDS)
FAC011 0.6912394 1 1.4466767 Counseling related to sexual behavior or orientation
CIR025 37.4256774 54 1.4428597 Sequela of cerebral infarction and other cerebrovascular disease
FAC008 4.1671862 6 1.4398205 Neoplasm-related encounters
INJ034 11.2770775 16 1.4188073 Complication of genitourinary device, implant or graft, initial encounter
NEO040 15.6022613 22 1.4100520 Male reproductive system cancers - testis
INJ037 333.3551499 469 1.4069079 Complication of other surgical or medical care, injury, initial encounter
SKN004 15.1085189 21 1.3899443 Non-pressure ulcer of skin
SYM005 324.9022792 450 1.3850318 Dysphagia
CIR026 48.2090124 66 1.3690386 Peripheral and visceral vascular disease
DIG021 245.9034879 336 1.3663897 Gastrointestinal hemorrhage
EXT002 16.9649904 23 1.3557332 External cause codes: drowning/submersion; initial encounter
CIR016 173.5800944 235 1.3538419 Conduction disorders
DIG002 258.0693017 349 1.3523499 Disorders of teeth and gingiva
EXT004 8.9071137 12 1.3472378 External cause codes: fire/burn; initial encounter
MUS022 478.4561800 643 1.3439057 Scoliosis and other postural dorsopathic deformities
END009 1241.4462568 1666 1.3419832 Obesity
INJ041 10.4870896 14 1.3349748 Fracture of the upper limb, subsequent encounter
RSP007 572.1487466 763 1.3335693 Other specified and unspecified upper respiratory disease
MAL005 57.3136231 76 1.3260373 Congenital malformations of eye, ear, face, neck
SKN003 56.5828843 75 1.3254892 Pressure ulcer of skin
INJ031 1008.4195720 1326 1.3149289 Allergic reactions
DIG005 44.2590729 58 1.3104658 Gastroduodenal ulcer
CIR023 7.6628828 10 1.3049919 Occlusion or stenosis of precerebral or cerebral arteries without infarction
DIG024 261.9204928 339 1.2942859 Postprocedural or postoperative digestive system complication
MBD007 1164.9359274 1495 1.2833324 Trauma- and stressor-related disorders
EYE012 88.9921385 114 1.2810120 Other specified eye disorders
FAC025 5042.6508514 6446 1.2782959 Other specified status
MBD009 321.9595743 409 1.2703458 Personality disorders
CIR028 23.0478974 29 1.2582493 Gangrene
CIR022 7.1888900 9 1.2519318 Sequela of hemorrhagic cerebrovascular disease
END008 488.6470241 605 1.2381125 Malnutrition
SKN007 703.8397318 871 1.2374976 Other specified and unspecified skin disorders
END016 964.3777458 1184 1.2277347 Other specified and unspecified nutritional and metabolic disorders
SKN002 531.3656205 644 1.2119715 Other specified inflammatory condition of skin
INJ011 92.5273344 112 1.2104531 Open wounds of head and neck, initial encounter
MBD023 3.3179492 4 1.2055640 Inhalant-related disorders
SYM011 300.5114024 360 1.1979579 Genitourinary signs and symptoms
INJ021 35.1544622 42 1.1947274 Effect of other external causes, initial encounter
MAL008 481.4581341 575 1.1942887 Musculoskeletal congenital conditions
INJ030 291.6042887 348 1.1933981 Drug induced or toxic related condition
NVS020 937.1231627 1118 1.1930129 Other specified nervous system disorders
PNL009 1.6787243 2 1.1913808 Perinatal infections
FAC021 3849.6506034 4574 1.1881598 Personal/family history of disease
SYM007 150.6704449 179 1.1880233 Malaise and fatigue
EXT015 39.1439011 46 1.1751511 External cause codes: poisoning by non-drug
EYE006 124.7588413 146 1.1702577 Neuro-ophthalmology
MUS008 6.0434075 7 1.1582869 Immune-mediated/reactive arthropathies
DIG006 22.6924028 26 1.1457579 Gastrointestinal and biliary perforation
CIR003 125.5488292 143 1.1389991 Nonrheumatic and unspecified valve disorders
INJ023 62.7447901 71 1.1315681 Toxic effects, initial encounter
RSP001 237.6678639 267 1.1234165 Sinusitis
INF004 326.0477617 366 1.1225349 Fungal infections
NVS002 64.2852665 72 1.1200078 Encephalitis
INJ012 113.5607626 127 1.1183440 Open wounds to limbs, initial encounter
INJ073 16.1355031 18 1.1155524 Injury, sequela
MUS004 40.5066303 45 1.1109292 Juvenile arthritis
CIR020 34.3052252 38 1.1077030 Cerebral infarction
PNL006 84.3312098 93 1.1027946 Respiratory perinatal condition
CIR017 213.1387391 235 1.1025682 Cardiac dysrhythmias
NVS013 135.2261811 149 1.1018576 Coma; stupor; and brain damage
DIG015 99.8742220 110 1.1013853 Anal and rectal conditions
CIR031 353.7170884 389 1.0997490 Hypotension
DIG007 212.8424937 234 1.0994045 Gastritis and duodenitis
DIG001 591.7404468 644 1.0883150 Intestinal infection
CIR005 114.5284978 124 1.0827000 Myocarditis and cardiomyopathy
CIR007 635.6637748 687 1.0807600 Essential hypertension
EAR002 76.8855737 83 1.0795263 Diseases of middle ear and mastoid (except otitis media)
RSP009 3723.6080317 4016 1.0785238 Asthma
DIG022 357.1930352 384 1.0750490 Noninfectious gastroenteritis
FAC009 707.0984319 751 1.0620869 Implant, device or graft related encounter
NEO073 173.5208453 184 1.0603913 Benign neoplasms
FAC012 151.4999322 160 1.0561061 Other specified encounters and counseling
EYE004 10.5068393 11 1.0469371 Uveitis and ocular inflammation
SYM017 784.9714905 821 1.0458979 Abnormal findings without diagnosis
GEN016 76.7473258 80 1.0423816 Other specified male genital disorders
EAR005 0.9677352 1 1.0333405 Postprocedural or postoperative ear and/or mastoid process complication
NEO055 0.9677352 1 1.0333405 Endocrine system cancers - pituitary gland
INJ026 32.0340099 33 1.0301551 Other specified injury
DIG003 358.4570159 368 1.0266224 Diseases of mouth; excluding dental
GEN013 27.2743327 28 1.0266062 Inflammatory conditions of male genital organs
NVS010 772.0354385 792 1.0258596 Headache; including migraine
MBD002 2985.8383190 3060 1.0248378 Depressive disorders
NEO072 128.9260275 132 1.0238429 Neoplasms of unspecified nature or uncertain behavior
MUS033 1.9552201 2 1.0229027 Gout
EXT019 52.8304417 54 1.0221380 External cause codes: unspecified mechanism
RSP013 13.7852891 14 1.0155754 Lung disease due to external agents
GEN017 36.5171913 37 1.0132214 Nonmalignant breast conditions
NEO020 1.9749698 2 1.0126737 Gastrointestinal cancers - peritoneum
NEO050 9.8748489 10 1.0126737 Endocrine system cancers - thyroid
MUS026 260.7552606 263 1.0086086 Muscle disorders
MUS009 53.6204296 54 1.0070788 Tendon and synovial disorders
FAC010 248.1747031 248 0.9992960 Other aftercare encounter
GEN007 213.2572373 213 0.9987938 Other specified and unspecified diseases of bladder and urethra
MUS025 91.1448556 91 0.9984107 Other specified connective tissue disease
SYM001 150.6111958 149 0.9893023 Syncope
INJ027 110.2823128 109 0.9883725 Other unspecified injury
MUS023 125.0945862 123 0.9832560 Acquired deformities (excluding foot)
RSP003 250.5051675 246 0.9820157 Influenza
SYM014 360.0172420 353 0.9805086 Skin/Subcutaneous signs and symptoms
BLD006 752.8387322 738 0.9802896 Coagulation and hemorrhagic disorders
INJ056 3.0612032 3 0.9800068 Burns and corrosion, subsequent encounter
INJ035 37.7614223 37 0.9798360 Complication of internal orthopedic device or implant, initial encounter
EXT023 34.9174658 34 0.9737247 External cause codes: intent of injury, undetermined
INJ044 1.0269843 1 0.9737247 Dislocations, subsequent encounter
NEO025 1.0269843 1 0.9737247 Skin cancers - melanoma
MAL002 172.8296058 168 0.9720557 Digestive congenital anomalies
FAC023 226.8450294 220 0.9698251 Organ transplant status
SYM004 1005.9903591 973 0.9672061 Nausea and vomiting
DIG010 117.9254458 114 0.9667125 Abdominal hernia
CIR018 57.9653632 56 0.9660942 Cardiac arrest and ventricular fibrillation
INJ050 1.0467340 1 0.9553526 Open wounds of trunk, subsequent encounter
MAL007 134.1004484 127 0.9470513 Respiratory congenital malformations
SYM006 1097.0562159 1034 0.9425223 Abdominal pain and other digestive/abdomen signs and symptoms
END011 3834.9963275 3613 0.9421130 Fluid and electrolyte disorders
CIR006 87.2344154 82 0.9399960 Pericarditis and pericardial disease
MAL003 263.6584662 247 0.9368180 Genitourinary congenital anomalies
MBD020 115.5949815 108 0.9342966 Sedative-related disorders
SKN005 171.7631222 160 0.9315154 Contact dermatitis
GEN003 251.7691481 234 0.9294229 Chronic kidney disease
MBD012 1520.9044813 1412 0.9283949 Suicidal ideation/attempt/intentional self-harm
CIR015 74.3378627 69 0.9281946 Other and ill-defined heart disease
PNL013 5.5101657 5 0.9074137 Other specified and unspecified perinatal conditions
RSP011 578.6266475 525 0.9073208 Pleurisy, pleural effusion and pulmonary collapse
CIR021 47.5375227 43 0.9045486 Acute hemorrhagic cerebrovascular disease
MBD013 342.2425140 307 0.8970247 Miscellaneous mental and behavioral disorders/conditions
EYE001 156.2201100 140 0.8961714 Cornea and external disease
END014 17.8734765 16 0.8951812 Postprocedural or postoperative endocrine or metabolic complication
CIR009 7.8603797 7 0.8905422 Acute myocardial infarction
EXT012 3.3771983 3 0.8883103 External cause codes: bites; initial encounter
DIG023 30.4540341 27 0.8865821 Noninfectious hepatitis
GEN002 529.3511513 467 0.8822121 Acute and unspecified renal failure
END002 353.4405926 309 0.8742629 Diabetes mellitus without complication
GEN026 18.3474693 16 0.8720549 Postprocedural or postoperative genitourinary system complication
BLD010 49.7889883 43 0.8636448 Other specified and unspecified hematologic conditions
GEN011 87.0764178 75 0.8613124 Vesicoureteral reflux
MUS003 17.4389832 15 0.8601419 Rheumatoid arthritis and related disease
CIR024 43.0740910 37 0.8589850 Other and ill-defined cerebrovascular disease
SYM003 196.0157511 168 0.8570740 Shock
DIG020 337.3445889 289 0.8566908 Pancreatic disorders (excluding diabetes)
MUS006 30.4342844 26 0.8542997 Osteoarthritis
FAC020 202.1974065 172 0.8506538 Lifestyle/life management factors
BLD002 124.7785910 105 0.8414905 Hemolytic anemia
SYM012 1318.3120809 1105 0.8381930 Circulatory signs and symptoms
SKN006 15.5430122 13 0.8363887 Postprocedural or postoperative skin complication
INJ042 17.9524753 15 0.8355394 Fracture of lower limb (except hip), subsequent encounter
NVS015 153.8303965 128 0.8320852 Polyneuropathies
DIG014 37.6626738 31 0.8230961 Hemorrhoids
CIR033 119.6239198 98 0.8192341 Acute phlebitis; thrombophlebitis and thromboembolism
INF009 161.2365332 132 0.8186730 Parasitic, other specified and unspecified infections
BLD007 829.9415525 678 0.8169250 Diseases of white blood cells
GEN009 148.4782284 121 0.8149343 Hematuria
CIR029 11.1388296 9 0.8079844 Aortic; peripheral; and visceral artery aneurysms
MUS028 149.7619588 121 0.8079488 Other specified bone disease and musculoskeletal deformities
SYM009 1.2442310 1 0.8037093 Abnormal findings related to substance use
INJ038 7.4851355 6 0.8015887 Fracture of head and neck, subsequent encounter
DIG018 37.4454271 30 0.8011659 Hepatic failure
NEO069 20.2434403 16 0.7903795 Cancer of other sites
MUS007 103.8439113 82 0.7896467 Other specified joint disorders
RSP006 1346.8701439 1059 0.7862673 Other specified upper respiratory infections
SKN001 1013.5149940 796 0.7853855 Skin and subcutaneous tissue infections
NVS008 226.0155421 176 0.7787075 Paralysis (other than cerebral palsy)
INJ036 122.3098788 95 0.7767157 Complication of transplanted organs or tissue, initial encounter
MUS002 125.0945862 97 0.7754133 Osteomyelitis
CIR014 126.4968147 98 0.7747231 Pulmonary heart disease
INF002 610.7791556 473 0.7744207 Septicemia
MUS011 171.8026216 133 0.7741442 Spondylopathies/spondyloarthropathy (including infective)
NVS021 46.6685360 36 0.7713977 Postprocedural or postoperative nervous system complication
RSP017 143.4025561 110 0.7670714 Postprocedural or postoperative respiratory system complication
CIR019 109.5910733 84 0.7664858 Heart failure
NVS019 407.1795205 312 0.7662468 Nervous system pain and pain syndromes
GEN006 346.7059457 265 0.7643365 Other specified and unspecified diseases of kidney and ureters
CIR001 36.7936871 28 0.7610001 Chronic rheumatic heart disease
RSP016 416.0866342 316 0.7594572 Other specified and unspecified lower respiratory disease
INJ076 1.3232298 1 0.7557267 Complication, sequela
DIG019 229.6494865 173 0.7533220 Other specified and unspecified liver disease
INF003 2434.5057540 1833 0.7529249 Bacterial infections
EYE008 85.2791953 64 0.7504761 Oculofacial plastics and orbital conditions
RSP004 320.5770954 240 0.7486499 Acute and chronic tonsillitis
SYM002 950.3554603 711 0.7481411 Fever
DIG011 289.9650638 216 0.7449173 Regional enteritis and ulcerative colitis
CIR037 125.3315825 93 0.7420316 Vasculitis
MUS010 331.0444353 245 0.7400819 Musculoskeletal pain, not low back pain
EAR001 552.5372966 405 0.7329822 Otitis media
DIG013 8.1961246 6 0.7320533 Diverticulosis and diverticulitis
GEN023 2.7452080 2 0.7285422 Menopausal disorders
END006 93.7123163 68 0.7256250 Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
CIR036 23.5218901 17 0.7227310 Postthrombotic syndrome and venous insufficiency/hypertension
MUS024 200.8346774 145 0.7219869 Systemic lupus erythematosus and connective tissue disorders
RSP002 1760.6855629 1266 0.7190381 Pneumonia (except that caused by tuberculosis)
INJ007 23.7193871 17 0.7167133 Dislocations, initial encounter
CIR038 40.4868806 29 0.7162814 Postprocedural or postoperative circulatory system complication
EXT014 571.3982581 409 0.7157880 External cause codes: poisoning by drug
INJ022 571.3982581 409 0.7157880 Poisoning by drugs, initial encounter
END012 173.4023471 124 0.7150999 Cystic fibrosis
FAC022 281.6109416 201 0.7137507 Acquired absence of limb or organ
SYM013 1566.3682858 1101 0.7028998 Respiratory signs and symptoms
CIR004 28.4593146 20 0.7027576 Endocarditis and endocardial disease
FAC006 647.5530929 453 0.6995565 Encounter for antineoplastic therapies
PNL004 1.4417279 1 0.6936121 Neonatal cerebral disorders
RSP008 115.5949815 80 0.6920716 Chronic obstructive pulmonary disease and bronchiectasis
EAR003 5.7866615 4 0.6912449 Diseases of inner ear and related conditions
NVS017 84.1139631 57 0.6776521 Nerve and nerve root disorders
BLD001 535.3748092 362 0.6761618 Nutritional anemia
FAC017 210.7292760 142 0.6738504 No immunization or underimmunization
NEO011 7.4653858 5 0.6697578 Cardiac cancers
NVS014 17.9722250 12 0.6676970 CNS abscess
MUS036 1.5009770 1 0.6662327 Autoinflammatory syndromes
PNL002 4.5226808 3 0.6633234 Short gestation; low birth weight; and fetal growth retardation
GEN005 110.4995594 73 0.6606361 Calculus of urinary tract
INF008 2376.3428938 1567 0.6594166 Viral infection
INF005 3.0612032 2 0.6533379 Foodborne intoxications
INJ025 29.1900534 19 0.6509067 Injury to nerves, muscles and tendons, initial encounter
CIR039 152.2109213 99 0.6504132 Other specified diseases of veins and lymphatics
MUS005 3.1007026 2 0.6450151 Other specified chronic arthropathy
NVS012 4.6806784 3 0.6409327 Transient cerebral ischemia
INJ046 3.1599517 2 0.6329211 Spinal cord injury (SCI), subsequent encounter
CIR011 25.3388623 16 0.6314411 Coronary atherosclerosis and other heart disease
CIR032 39.7956412 25 0.6282095 Other specified and unspecified circulatory disease
GEN001 136.2136660 85 0.6240196 Nephritis; nephrosis; renal sclerosis
INJ008 251.3544045 156 0.6206376 Traumatic brain injury (TBI); concussion, initial encounter
INJ039 8.1566252 5 0.6129986 Fracture of the spine and back, subsequent encounter
FAC014 51.1714671 31 0.6058064 Medical examination/evaluation
CIR034 13.2322976 8 0.6045813 Chronic phlebitis; thrombophlebitis and thromboembolism
END003 868.2164670 524 0.6035361 Diabetes mellitus with complication
INJ043 1.6589746 1 0.6027820 Fracture of the neck of the femur (hip), subsequent encounter
EXT021 448.6143866 270 0.6018532 External cause codes: intent of injury, self-harm
NEO002 3.3376989 2 0.5992152 Head and neck cancers - lip and oral cavity
INJ001 185.8249070 111 0.5973365 Fracture of head and neck, initial encounter
END004 835.4912176 498 0.5960565 Diabetes mellitus, Type 1
GEN021 143.6988015 85 0.5915150 Menstrual disorders
INJ018 8.4923701 5 0.5887638 Crushing injury, initial encounter
INJ009 10.2500932 6 0.5853605 Spinal cord injury (SCI), initial encounter
NEO074 409.2334890 238 0.5815751 Conditions due to neoplasm or the treatment of neoplasm
NVS001 98.1757480 57 0.5805915 Meningitis
INJ014 12.0670654 7 0.5800913 Amputation of a limb, initial encounter
GEN024 3.4561971 2 0.5786707 Female infertility
NEO064 19.0979578 11 0.5759778 Leukemia - all other types
MUS015 1.7379734 1 0.5753828 Pathological fracture, subsequent encounter
NEO048 159.5973083 91 0.5701851 Nervous system cancers - brain
MAL006 71.9481492 41 0.5698548 Cleft lip or palate
DIG016 603.4520177 342 0.5667393 Peritonitis and intra-abdominal abscess
INJ019 134.8904363 76 0.5634202 Burn and corrosion, initial encounter
GEN004 1115.7591798 622 0.5574680 Urinary tract infections
NEO024 61.7178058 34 0.5508945 Sarcoma
MUS029 112.6522765 62 0.5503662 Disorders of jaw
NEO070 240.5908191 132 0.5486494 Secondary malignancies
GEN010 51.1912168 28 0.5469688 Proteinuria
RSP012 1329.1349153 718 0.5402010 Respiratory failure; insufficiency; arrest
RSP014 145.1405295 77 0.5305203 Pneumothorax
INJ047 3.8314414 2 0.5219968 Internal organ injury, subsequent encounter
INJ024 23.1861453 12 0.5175505 Sprains and strains, initial encounter
MUS037 15.4837631 8 0.5166703 Postprocedural or postoperative musculoskeletal system complication
NEO023 211.4205154 109 0.5155602 Bone cancer
RSP015 7.8998791 4 0.5063369 Mediastinal disorders
INJ005 336.1596070 169 0.5027374 Fracture of the lower limb (except hip), initial encounter
INJ013 41.9088588 21 0.5010874 Open wounds of trunk, initial encounter
NEO045 39.9733884 20 0.5003329 Urinary system cancers - kidney
BLD003 1642.0293782 812 0.4945100 Aplastic anemia
NEO057 50.8159726 25 0.4919713 Hodgkin lymphoma
INJ004 267.7269040 130 0.4855694 Fracture of the upper limb, initial encounter
MUS012 4.1474365 2 0.4822256 Biomechanical lesions
MUS001 60.9870669 29 0.4755107 Infective arthritis
INJ045 17.0242395 8 0.4699182 Traumatic brain injury (TBI); concussion, subsequent encounter
NEO059 427.5809583 195 0.4560540 Leukemia - acute lymphoblastic leukemia (ALL)
NEO033 11.1190799 5 0.4496775 Female reproductive system cancers - ovary
DIG009 887.9859145 398 0.4482053 Appendicitis and other appendiceal conditions
NEO060 69.8151819 31 0.4440295 Leukemia - acute myeloid leukemia (AML)
NEO058 107.4383563 47 0.4374602 Non-Hodgkin lymphoma
FAC016 1033.1856931 442 0.4278031 Exposure, encounters, screening or contact with infectious disease
INJ003 67.8599618 29 0.4273507 Fracture of torso, initial encounter
MUS030 42.7185964 18 0.4213622 Aseptic necrosis and osteonecrosis
FAC015 49.8877368 21 0.4209451 Resistance to antimicrobial drugs
NEO066 2.4489625 1 0.4083362 Malignant neuroendocrine tumors
CIR008 510.6679372 207 0.4053515 Hypertension with complications and secondary hypertension
GEN025 204.2316254 82 0.4015049 Other specified female genital disorders
MBD026 27.6100776 11 0.3984053 Mental and substance use disorders in remission
INJ002 97.3857601 38 0.3902008 Fracture of the spine and back, initial encounter
MUS038 113.4620141 43 0.3789815 Low back pain
NEO056 87.5899099 33 0.3767557 Endocrine system cancers - all other types
CIR012 134.4559429 50 0.3718690 Nonspecific chest pain
DIG017 342.0252673 124 0.3625463 Biliary tract disease
NVS005 19.4929518 7 0.3591042 Multiple sclerosis
INJ016 19.6509494 7 0.3562169 Injury to blood vessels, initial encounter
INF007 60.4340754 21 0.3474861 Hepatitis
BLD004 520.4045382 175 0.3362769 Acute posthemorrhagic anemia
FAC004 5.9644087 2 0.3353224 Encounter for prophylactic or other procedures
INJ010 206.3645928 68 0.3295139 Internal organ injury, initial encounter
MBD019 1131.6181871 363 0.3207796 Cannabis-related disorders
MBD024 973.5021062 304 0.3122746 Tobacco-related disorders
MBD021 271.6965933 81 0.2981267 Stimulant-related disorders
MBD018 233.1451831 69 0.2959529 Opioid-related disorders
INF001 10.1513447 3 0.2955274 Tuberculosis
BLD005 608.0734470 170 0.2795715 Sickle cell trait/anemia
NEO049 18.0907232 5 0.2763847 Nervous system cancers - all other types
CIR030 15.4245140 4 0.2593275 Aortic and peripheral arterial embolism or thrombosis
NEO022 7.8011306 2 0.2563731 Respiratory cancers
CIR013 48.8410028 12 0.2456952 Acute pulmonary embolism
MBD017 334.9746251 79 0.2358388 Alcohol-related disorders
RSP005 814.2800422 185 0.2271946 Acute bronchitis
GEN018 217.7996678 49 0.2249774 Inflammatory diseases of female pelvic organs
GEN022 109.8083200 24 0.2185627 Benign ovarian cyst
NEO062 4.7794269 1 0.2092301 Leukemia - chronic myeloid leukemia (CML)
MBD025 308.4507809 63 0.2042465 Other specified substance-related disorders
NEO001 11.8695684 2 0.1684981 Head and neck cancers - eye
FAC013 42.3631019 7 0.1652381 Contraceptive and procreative management
MBD022 35.3519591 5 0.1414349 Hallucinogen-related disorders
INF006 21.5074210 3 0.1394867 HIV infection
CIR027 7.3863870 1 0.1353842 Arterial dissections
NEO017 31.3230208 4 0.1277016 Gastrointestinal cancers - liver
GEN019 14.1605334 1 0.0706188 Endometriosis
FAC024 811.7718305 50 0.0615937 Carrier status
PRG017 38.8871551 1 0.0257154 Maternal care for abnormality of pelvic organs
PRG028 855.7544076 22 0.0257083 Other specified complications in pregnancy
PRG021 41.0596218 1 0.0243548 Maternal intrauterine infection
PRG008 365.7051550 8 0.0218755 Supervision of high-risk pregnancy
PRG013 253.2701252 5 0.0197418 Maternal care related to fetal conditions
INF010 163.4090000 3 0.0183588 Sexually transmitted infections (excluding HIV and hepatitis)
PRG014 109.3738267 2 0.0182859 Polyhydramnios and other problems of amniotic cavity
PRG024 1140.8017966 17 0.0149018 Malposition, disproportion or other labor complications
PRG020 625.5124301 9 0.0143882 Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG023 2990.9534907 42 0.0140423 Complications specified during childbirth
PRG027 576.9084238 7 0.0121336 Complications specified during the puerperium
PRG018 87.2146657 1 0.0114660 Maternal care related to disorders of the placenta and placental implantation
PRG010 269.9783695 3 0.0111120 Hemorrhage after first trimester
PRG026 2234.4610645 20 0.0089507 OB-related trauma to perineum and vulva
PRG030 4714.3911235 42 0.0089089 Maternal outcome of delivery
PRG002 4892.4148999 43 0.0087891 Gestational weeks
PRG011 471.2870397 4 0.0084874 Early or threatened labor
PRG022 744.6426075 5 0.0067146 Prolonged pregnancy
PRG019 153.1391571 1 0.0065300 Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG029 557.7907162 3 0.0053784 Uncomplicated pregnancy, delivery or puerperium
CIR035 0.9479855 NA NA Varicose veins of lower extremity
END017 0.8097376 NA NA Sequela of malnutrition and other nutritional deficiencies
EXT001 0.0000000 NA NA External cause codes: cut/pierce; initial encounter
EXT003 0.0000000 NA NA External cause codes: fall; initial encounter
EXT005 0.0000000 NA NA External cause codes: firearm; initial encounter
EXT006 0.0000000 NA NA External cause codes: machinery; initial encounter
EXT007 0.0000000 NA NA External cause codes: motor vehicle traffic (MVT); initial encounter
EXT008 0.0000000 NA NA External cause codes: pedal cyclist; not MVT; initial encounter
EXT009 0.0000000 NA NA External cause codes: pedestrian; not MVT; initial encounter
EXT010 0.0000000 NA NA External cause codes: transport; not MVT; initial encounter
EXT013 0.2567461 NA NA External cause codes: overexertion; initial encounter
EXT016 0.0000000 NA NA External cause codes: struck by; against; initial encounter
EXT024 0.0000000 NA NA External cause codes: intent of injury, legal intervention/war
EXT025 0.0000000 NA NA External cause codes: complications of medical and surgical care, initial encounter
EXT026 0.0000000 NA NA External cause codes: activity codes
EXT027 0.0000000 NA NA External cause codes: place of occurrence of the external cause
EXT028 0.0000000 NA NA External cause codes: evidence of alcohol involvement
EXT029 0.0000000 NA NA External cause codes: subsequent encounter
EXT030 0.0000000 NA NA External cause codes: sequela
EYE011 0.4937424 NA NA Postprocedural or postoperative eye complication
FAC001 1.0072346 NA NA Encounter for administrative purposes
FAC018 0.1184982 NA NA Screening for neurocognitive or neurodevelopmental condition
GEN012 0.2369964 NA NA Hyperplasia of prostate
GEN014 0.4739927 NA NA Erectile dysfunction
GEN015 0.1382479 NA NA Male infertility
GEN020 1.1454825 NA NA Prolapse of female genital organs
INF012 0.0000000 NA NA COVID-19
INJ040 6.2804039 NA NA Fracture of torso, subsequent encounter
INJ051 0.3357449 NA NA Amputation of a limb, subsequent encounter
INJ052 0.0592491 NA NA Amputation of other body parts, subsequent encounter
INJ053 0.2567461 NA NA Injury to blood vessels, subsequent encounter
INJ055 0.0987485 NA NA Crushing injury, subsequent encounter
INJ058 0.2172467 NA NA Effect of other external causes, subsequent encounter
INJ062 1.1059831 NA NA Injury to nerves, muscles and tendons, subsequent encounter
INJ067 0.1382479 NA NA Allergic reactions, subsequent encounter
INJ070 0.0789988 NA NA Complication of genitourinary device, implant or graft, subsequent encounter
INJ071 1.1849819 NA NA Complication of internal orthopedic device or implant, subsequent encounter
MBD014 3007.7999830 NA NA Neurodevelopmental disorders
MBD029 0.2567461 NA NA Stimulant-related disorders; subsequent encounter
MBD030 0.0394994 NA NA Cannabis-related disorders; subsequent encounter
MBD031 0.0000000 NA NA Hallucinogen-related disorders; subsequent encounter
MBD033 0.0000000 NA NA Inhalant-related disorders; subsequent encounter
MUS018 0.0197497 NA NA Atypical fracture, initial encounter
MUS019 0.0000000 NA NA Atypical fracture, subsequent encounter
MUS032 0.5332418 NA NA Neurogenic/neuropathic arthropathy
MUS034 0.0592491 NA NA Crystal arthropathies (excluding gout)
MUS035 0.1579976 NA NA Osteomalacia
NEO004 0.8689867 NA NA Head and neck cancers - salivary gland
NEO005 5.2731693 NA NA Head and neck cancers - nasopharyngeal
NEO008 0.2567461 NA NA Head and neck cancers - laryngeal
NEO009 0.0987485 NA NA Head and neck cancers - tonsils
NEO010 7.2678888 NA NA Head and neck cancers - all other types
NEO012 0.1777473 NA NA Gastrointestinal cancers - esophagus
NEO013 1.2244813 NA NA Gastrointestinal cancers - stomach
NEO014 0.3554946 NA NA Gastrointestinal cancers - small intestine
NEO016 0.0197497 NA NA Gastrointestinal cancers - anus
NEO018 0.5727412 NA NA Gastrointestinal cancers - bile duct
NEO019 0.0789988 NA NA Gastrointestinal cancers - gallbladder
NEO021 11.1585793 NA NA Gastrointestinal cancers - all other types
NEO026 0.0789988 NA NA Skin cancers - basal cell carcinoma
NEO027 0.0789988 NA NA Skin cancers - squamous cell carcinoma
NEO028 1.5404764 NA NA Skin cancers - all other types
NEO029 0.0197497 NA NA Breast cancer - ductal carcinoma in situ (DCIS)
NEO030 0.5134921 NA NA Breast cancer - all other types
NEO031 0.3159952 NA NA Female reproductive system cancers - uterus
NEO032 0.6122406 NA NA Female reproductive system cancers - cervix
NEO034 0.0394994 NA NA Female reproductive system cancers - fallopian tube
NEO035 0.1974970 NA NA Female reproductive system cancers - endometrium
NEO036 0.3752443 NA NA Female reproductive system cancers - vulva
NEO037 1.2837304 NA NA Female reproductive system cancers - vagina
NEO038 0.4147437 NA NA Female reproductive system cancers - all other types
NEO039 2.2909650 NA NA Male reproductive system cancers - prostate
NEO041 0.0592491 NA NA Male reproductive system cancers - penis
NEO042 0.4147437 NA NA Male reproductive system cancers - all other types
NEO044 0.7504885 NA NA Urinary system cancers - ureter and renal pelvis
NEO046 0.0197497 NA NA Urinary system cancers - urethra
NEO047 0.0394994 NA NA Urinary system cancers - all other types
NEO051 2.4292128 NA NA Endocrine system cancers - pancreas
NEO052 0.6912394 NA NA Endocrine system cancers - thymus
NEO053 1.1059831 NA NA Endocrine system cancers - adrenocortical
NEO054 0.0394994 NA NA Endocrine system cancers - parathyroid
NEO061 0.4937424 NA NA Leukemia - chronic lymphocytic leukemia (CLL)
NEO063 0.0000000 NA NA Leukemia - hairy cell
NEO067 0.2567461 NA NA Mesothelioma
NVS003 1.0862334 NA NA Other specified CNS infection and poliomyelitis
PNL001 0.0000000 NA NA Liveborn
PNL003 0.1777473 NA NA Neonatal acidemia and hypoxia
PNL005 0.0987485 NA NA Respiratory distress syndrome
PNL007 0.2567461 NA NA Hemolytic jaundice and perinatal jaundice
PNL008 0.3357449 NA NA Birth trauma
PNL011 0.2172467 NA NA Hemorrhagic and hematologic disorders of newborn
PNL012 0.3752443 NA NA Neonatal digestive and feeding disorders
PRG001 2.4094631 NA NA Antenatal screening
PRG003 16.7872432 NA NA Spontaneous abortion and complications of spontaneous abortion
PRG004 3.3179492 NA NA Induced abortion and complications of termination of pregnancy
PRG005 10.0920956 NA NA Ectopic pregnancy and complications of ectopic pregnancy
PRG006 14.0222855 NA NA Molar pregnancy and other abnormal products of conception
PRG007 2.6859589 NA NA Complications following ectopic and/or molar pregnancy
PRG009 6.1619057 NA NA Early, first or unspecified trimester hemorrhage
PRG012 48.0115155 NA NA Multiple gestation
PRG015 29.6837959 NA NA Obstetric history affecting care in pregnancy
PRG016 210.4922796 NA NA Previous C-section
PRG025 5.0756723 NA NA Anesthesia complications during pregnancy

Age-specific SMRs

21 by Age

The following plot shows age-specific SMRs (among 21 categories) for each age group. Note the SMRs shown in the plots are all > 1. If there is no column corresponding to an x-axis value, that means its SMR is <= 1.

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   age = col_character(),
##   sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   count = col_double()
## )
## Joining, by = c("DXCCSR_cat", "age")
## Warning: Column `age` joining character vector and factor, coercing into
## character vector
## Joining, by = c("DXCCSR_cat", "age")
## Warning: Column `age` joining character vector and factor, coercing into
## character vector
DXCCSR_cat 1~4 10~14 15~20 5~9 description
BLD 0.7635002 0.6385075 0.6538164 0.6838540 Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR 0.7704927 0.8077446 1.0162895 0.8587996 Diseases of the Circulatory System
DIG 1.2539917 0.9653138 1.4477992 1.0853030 Diseases of the Digestive System
EAR 0.8148339 1.3981069 3.0480584 1.0983413 Diseases of the Ear and Mastoid Process
END 1.0443184 0.9802444 1.3198890 1.0475085 Endocrine, Nutritional and Metabolic Diseases
EXT 1.0979352 0.7574428 1.0784526 2.6078846 External Causes of Morbidity
EYE 1.0812640 1.0673732 2.1506091 1.0470013 Diseases of the Eye and Adnexa
FAC 0.9888569 1.0487924 1.1142394 1.0963660 Factors Influencing Health Status and Contact with Health Services
GEN 0.7445760 0.8789374 0.8163853 0.8549003 Diseases of the Genitourinary System
INF 0.6897372 0.7386006 0.9017475 0.7206076 Certain Infectious and Parasitic Diseases
INJ 1.0661485 0.7837444 1.1495077 0.9024305 Injury, Poisoning and Certain Other Consequences of External Causes
MAL 1.0479043 1.5574016 3.1267141 1.4110900 Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD 0.7038974 1.3198003 1.7025091 1.2915892 Mental, Behavioral and Neurodevelopmental Disorders
MUS 1.0074190 0.6749256 1.1346611 0.7105900 Diseases of the Musculoskeletal System and Connective Tissue
NEO 0.5306626 0.4568049 0.9175882 0.4811453 Neoplasms
NVS 2.0372254 1.6086154 2.5254285 1.7571540 Diseases of the Nervous System
PNL 0.9452248 3.2068484 9.8516629 2.5063982 Certain Conditions Originating in the Perinatal Period
PRG NA NA 0.0160819 NA Pregnancy, Childbirth and the Puerperium
RSP 0.7719013 0.8939451 1.3031667 0.8060453 Diseases of the Respiratory System
SKN 0.8687370 0.8115615 1.6148740 0.8221543 Diseases of the Skin and Subcutaneous Tissue
SYM 1.1265696 1.1649684 1.6918928 1.1642084 Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified
## Warning: Removed 3 rows containing missing values (geom_path).

## Warning: Removed 3 rows containing missing values (position_stack).

540 by age

The following plot shows top 30 age-specific SMRs (among 540 categories) for each age group. Note the SMRs shown in the plots are all > 1.

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_sub = col_character(),
##   age = col_character(),
##   sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   count = col_double()
## )
## Joining, by = c("DXCCSR", "age")Joining, by = c("DXCCSR", "age")

DXCCSR 1~4 10~14 15~20 5~9 description
BLD001 0.9423727 0.6818705 0.6797649 0.9984504 Nutritional anemia
BLD002 0.7418960 0.7008646 0.8891322 0.7708688 Hemolytic anemia
BLD003 0.5117560 0.6072995 0.4800132 0.5013053 Aplastic anemia
BLD004 0.5942479 0.4144011 0.3378788 0.6711887 Acute posthemorrhagic anemia
BLD005 0.5568517 0.1282406 0.2117490 0.3845621 Sickle cell trait/anemia
BLD006 0.7344572 0.8417861 1.1943152 0.8520978 Coagulation and hemorrhagic disorders
BLD007 0.8400752 0.6654932 0.9928755 0.6976678 Diseases of white blood cells
BLD008 1.0041348 1.3697251 2.3634510 0.9260322 Immunity disorders
BLD009 NA NA 5.0292964 NA Postprocedural or postoperative complications of the spleen
BLD010 0.4157701 0.6897662 1.3245553 0.5783724 Other specified and unspecified hematologic conditions
CIR001 0.3886730 0.6967540 0.6966703 1.0275113 Chronic rheumatic heart disease
CIR002 4.7709617 0.9899713 3.9704972 NA Acute rheumatic heart disease
CIR003 0.7072854 0.8475870 1.4422680 1.1405077 Nonrheumatic and unspecified valve disorders
CIR004 1.2500336 0.3616333 0.6512758 0.8726996 Endocarditis and endocardial disease
CIR005 0.7726254 0.9093682 1.4216269 1.0018235 Myocarditis and cardiomyopathy
CIR006 0.9501204 1.1119243 1.0502707 0.5440938 Pericarditis and pericardial disease
CIR007 0.7942148 0.9487308 1.3708540 0.9559210 Essential hypertension
CIR008 0.9585056 0.8343356 0.2390130 0.7208309 Hypertension with complications and secondary hypertension
CIR009 15.9032056 2.1999362 0.6003139 18.7007060 Acute myocardial infarction
CIR010 NA 8.7997448 NA NA Complications of acute myocardial infarction
CIR011 1.3631319 0.2062440 0.7637289 0.8905098 Coronary atherosclerosis and other heart disease
CIR012 1.1095260 0.3069678 0.3964879 0.4626979 Nonspecific chest pain
CIR013 NA 0.3473583 0.2875253 0.4065371 Acute pulmonary embolism
CIR014 0.6845422 0.8133269 0.9960733 0.9150193 Pulmonary heart disease
CIR015 0.5483864 0.6356756 1.3461314 0.9224564 Other and ill-defined heart disease
CIR016 1.2536834 0.9938856 1.5080875 1.3811218 Conduction disorders
CIR017 0.5132826 0.6772508 1.7866535 0.8673404 Cardiac dysrhythmias
CIR018 0.5143894 0.6199429 1.5572363 0.9750368 Cardiac arrest and ventricular fibrillation
CIR019 0.5793518 0.8380709 0.9119399 0.7791961 Heart failure
CIR020 NA 1.1519666 2.0068535 0.4202406 Cerebral infarction
CIR021 1.1336939 0.3923453 1.3386958 0.7709593 Acute hemorrhagic cerebrovascular disease
CIR022 NA 0.8999739 1.6641054 1.1072786 Sequela of hemorrhagic cerebrovascular disease
CIR023 2.2718865 0.6438838 1.5798837 1.1527832 Occlusion or stenosis of precerebral or cerebral arteries without infarction
CIR024 1.1683988 0.4704814 1.0273855 0.7656617 Other and ill-defined cerebrovascular disease
CIR025 1.1636492 1.0639490 2.5146482 0.7048005 Sequela of cerebral infarction and other cerebrovascular disease
CIR026 0.3495210 0.9677927 1.7507044 1.5400581 Peripheral and visceral vascular disease
CIR027 NA NA 0.2646998 NA Arterial dissections
CIR028 0.9605963 1.2571064 1.3842100 1.0063160 Gangrene
CIR029 NA 0.7764481 0.8267337 1.0018235 Aortic; peripheral; and visceral artery aneurysms
CIR030 0.6626336 0.2046452 0.3525208 NA Aortic and peripheral arterial embolism or thrombosis
CIR031 0.6770523 0.8010322 1.3300536 1.1895999 Hypotension
CIR032 0.9116487 0.7316185 0.4195742 0.3800957 Other specified and unspecified circulatory disease
CIR033 0.7875040 0.7189334 0.8285713 1.1926471 Acute phlebitis; thrombophlebitis and thromboembolism
CIR034 0.8370108 0.2901015 0.5803034 1.1220424 Chronic phlebitis; thrombophlebitis and thromboembolism
CIR036 0.6382557 0.4770946 0.4278229 1.2815205 Postthrombotic syndrome and venous insufficiency/hypertension
CIR037 0.7937224 0.3611386 1.1430219 0.6879858 Vasculitis
CIR038 0.7770296 0.5360251 1.2925762 0.3506382 Postprocedural or postoperative circulatory system complication
CIR039 0.4539450 0.4252665 1.0048287 0.5090187 Other specified diseases of veins and lymphatics
DIG001 1.1109403 0.9171103 1.3093758 1.0207876 Intestinal infection
DIG002 1.6195008 1.4190115 1.2799234 1.0100218 Disorders of teeth and gingiva
DIG003 0.8460652 0.8420311 1.5664567 0.7387871 Diseases of mouth; excluding dental
DIG004 1.4568269 1.4290108 2.1468318 1.7549477 Esophageal disorders
DIG005 2.1851733 1.0481086 1.5635118 1.2046467 Gastroduodenal ulcer
DIG006 1.0602137 0.9484755 1.5262316 1.0200385 Gastrointestinal and biliary perforation
DIG007 1.6060663 0.7788413 1.3260840 0.8714086 Gastritis and duodenitis
DIG008 1.8857556 1.5673365 2.0982137 2.0997008 Other specified and unspecified disorders of stomach and duodenum
DIG009 0.6757232 0.2709808 0.4248514 0.3344643 Appendicitis and other appendiceal conditions
DIG010 0.7056890 0.8593501 1.5528910 0.7960005 Abdominal hernia
DIG011 2.5513164 0.4846083 0.9603533 0.5843971 Regional enteritis and ulcerative colitis
DIG012 1.1328978 1.2257401 1.9633148 1.2542922 Intestinal obstruction and ileus
DIG013 NA 3.1679081 NA NA Diverticulosis and diverticulitis
DIG014 1.4457460 1.0559694 0.9010684 0.7720475 Hemorrhoids
DIG015 0.8886541 0.9834406 1.1748078 1.2234107 Anal and rectal conditions
DIG016 0.7211347 0.3266684 0.6579021 0.4034051 Peritonitis and intra-abdominal abscess
DIG017 0.7165399 0.3186318 0.3912305 0.6316513 Biliary tract disease
DIG018 0.9400910 0.3118020 1.2046219 0.8391342 Hepatic failure
DIG019 0.3860001 0.6878383 0.9931688 0.5225430 Other specified and unspecified liver disease
DIG020 0.7981163 0.6959988 0.9099874 0.7754821 Pancreatic disorders (excluding diabetes)
DIG021 1.0073048 1.0046220 1.7613780 1.1860611 Gastrointestinal hemorrhage
DIG022 1.3332916 0.8703044 1.0743374 1.0753326 Noninfectious gastroenteritis
DIG023 NA 0.5703538 1.2089655 0.7706335 Noninfectious hepatitis
DIG024 0.6375450 1.1612204 1.9541893 1.1687941 Postprocedural or postoperative digestive system complication
DIG025 1.7845311 1.5278040 2.4262499 1.5787353 Other specified and unspecified gastrointestinal disorders
EAR001 0.6369539 1.2632089 3.5383103 1.0172442 Otitis media
EAR002 1.3879161 0.6715227 1.8792745 0.7732706 Diseases of middle ear and mastoid (except otitis media)
EAR003 NA 0.8122841 1.0700631 NA Diseases of inner ear and related conditions
EAR004 1.5656247 1.5778603 3.2832702 1.2962222 Hearing loss
EAR005 NA NA NA 2.3375883 Postprocedural or postoperative ear and/or mastoid process complication
EAR006 1.8740275 1.0815740 2.6108369 1.2560176 Other specified and unspecified disorders of the ear
END001 1.1151992 1.5824470 2.4639363 1.3777771 Thyroid disorders
END002 0.5908312 0.8701802 1.0484982 0.9935440 Diabetes mellitus without complication
END003 0.8711745 0.4526417 0.6071471 0.6439527 Diabetes mellitus with complication
END004 0.9006286 0.4463820 0.5689295 0.6436837 Diabetes mellitus, Type 1
END005 NA 1.0882882 2.1900635 1.1220424 Diabetes mellitus, Type 2
END006 NA 0.4504135 0.8835250 1.1600062 Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
END007 1.0207639 1.1262243 2.1039214 1.3845538 Nutritional deficiencies
END008 1.1307325 0.9044819 1.5735325 1.1186478 Malnutrition
END009 2.5881020 1.2280798 1.4388768 1.3836558 Obesity
END010 0.3038829 1.5911867 2.2838398 1.0085774 Disorders of lipid metabolism
END011 1.0047947 0.8399847 1.0416799 0.9812708 Fluid and electrolyte disorders
END012 1.1009912 0.5331926 0.8366982 0.4440292 Cystic fibrosis
END013 0.7120838 1.2704021 2.7551304 1.2157247 Pituitary disorders
END014 3.2903184 0.8799745 1.0234033 NA Postprocedural or postoperative endocrine or metabolic complication
END015 1.3637961 1.1273096 1.7548974 1.5452964 Other specified and unspecified endocrine disorders
END016 1.0322568 1.0232471 1.4779619 0.9861990 Other specified and unspecified nutritional and metabolic disorders
EXT002 0.9001814 1.7367917 2.4734245 1.6070919 External cause codes: drowning/submersion; initial encounter
EXT004 0.6196054 1.5760737 1.4507586 3.8251444 External cause codes: fire/burn; initial encounter
EXT011 NA NA 6.8581315 9.3503530 External cause codes: natural/environment; initial encounter
EXT012 NA 0.5866497 NA 1.1449412 External cause codes: bites; initial encounter
EXT014 1.0594542 0.5005394 0.7826342 3.8179135 External cause codes: poisoning by drug
EXT015 1.8379307 1.2877675 1.1583792 2.0036471 External cause codes: poisoning by non-drug
EXT017 0.9736656 1.7599490 1.4833599 1.8546155 External cause codes: suffocation/inhalation; initial encounter
EXT018 1.0983509 2.3908741 7.4970878 2.3410720 External cause codes: other specified, classifiable and NEC; initial encounter
EXT019 95.4192334 0.6545265 1.4052446 NA External cause codes: unspecified mechanism
EXT020 1.1256185 1.7052137 1.8050913 2.7271863 External cause codes: intent of injury, accidental/unintentional
EXT021 23.8548084 0.4250529 0.8069508 0.7791961 External cause codes: intent of injury, self-harm
EXT022 1.0020690 2.5383879 5.5652050 3.5404249 External cause codes: intent of injury, assault
EXT023 0.9769887 1.1820553 0.5971460 1.6352635 External cause codes: intent of injury, undetermined
EYE001 0.8432144 0.7678135 1.5642962 0.7101534 Cornea and external disease
EYE002 1.1225792 1.7031764 5.1670853 0.8765956 Cataract and other lens disorders
EYE003 0.9087546 3.1758477 3.0734589 0.5968310 Glaucoma
EYE004 NA 0.7707806 1.3006801 0.8765956 Uveitis and ocular inflammation
EYE005 1.0150982 1.2983230 3.5033798 1.2196113 Retinal and vitreous conditions
EYE006 0.7669329 0.9929673 1.3227738 0.8471150 Neuro-ophthalmology
EYE007 1.9257788 1.2644493 3.0140319 1.0408085 Strabismus
EYE008 0.4925772 0.3458415 1.7302625 0.5973394 Oculofacial plastics and orbital conditions
EYE009 2.3202245 1.5456226 2.7185386 1.8328817 Refractive error
EYE010 1.4058082 1.1241191 2.0730261 1.2051396 Blindness and vision defects
EYE012 0.8206502 0.7448060 2.1615887 1.1554212 Other specified eye disorders
FAC002 NA 0.4399872 2.9015172 1.2196113 Encounter for mental health services related to abuse
FAC003 6.5408345 1.1845810 1.3081985 5.7604853 Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
FAC004 NA 0.5279847 0.4360662 NA Encounter for prophylactic or other procedures
FAC005 47.7096167 NA NA NA Encounter for prophylactic measures (excludes immunization)
FAC006 0.3274843 0.4875592 1.2891500 0.4369916 Encounter for antineoplastic therapies
FAC007 NA 1.7941227 2.3212137 NA Encounter for mental health conditions
FAC008 NA 1.2278714 1.4648436 1.6029177 Neoplasm-related encounters
FAC009 0.7981926 0.8362227 1.3880355 0.8152276 Implant, device or graft related encounter
FAC010 0.4962949 0.8830326 1.4015126 0.8847735 Other aftercare encounter
FAC011 NA 3.7713192 NA NA Counseling related to sexual behavior or orientation
FAC012 0.7407280 0.8718171 1.3519614 0.7607067 Other specified encounters and counseling
FAC013 NA 0.6947167 0.2161589 NA Contraceptive and procreative management
FAC014 NA 0.3807582 0.9472990 0.6086029 Medical examination/evaluation
FAC015 0.6874585 0.6392066 0.4051528 0.0574817 Resistance to antimicrobial drugs
FAC016 0.7031788 0.7678931 0.3234804 0.8218684 Exposure, encounters, screening or contact with infectious disease
FAC017 0.5388380 1.3831034 0.6084718 0.9592933 No immunization or underimmunization
FAC019 1.5760919 1.3775458 1.9813586 2.4290837 Socioeconomic/psychosocial factors
FAC020 5.9637021 0.9842927 0.7613310 5.8308381 Lifestyle/life management factors
FAC021 0.9986766 1.0356073 1.2938993 1.1265209 Personal/family history of disease
FAC022 0.7565450 0.5833539 0.7124610 0.7275865 Acquired absence of limb or organ
FAC023 0.7821249 0.7476106 1.0655903 0.8476147 Organ transplant status
FAC024 1.5180333 0.8843965 0.0190096 0.9571227 Carrier status
FAC025 1.0157030 1.1119776 1.4718861 1.1405111 Other specified status
GEN001 0.8575258 0.5013607 0.4664434 0.4892627 Nephritis; nephrosis; renal sclerosis
GEN002 1.2185893 0.7967701 0.9430479 0.9185485 Acute and unspecified renal failure
GEN003 0.9221371 0.9385424 0.9812685 0.6953502 Chronic kidney disease
GEN004 0.4845293 0.7411251 0.5786406 0.5596506 Urinary tract infections
GEN005 0.8370108 0.6803926 0.8539629 0.2555905 Calculus of urinary tract
GEN006 0.8738470 0.7887460 0.7433373 0.6789035 Other specified and unspecified diseases of kidney and ureters
GEN007 0.4058234 0.7175451 1.2495532 0.8274305 Other specified and unspecified diseases of bladder and urethra
GEN008 3.3724053 2.5388298 6.3957855 2.1644336 Urinary incontinence
GEN009 0.5541187 0.5706947 1.0015758 0.7291908 Hematuria
GEN010 0.3521005 0.6285532 0.3929138 0.6916699 Proteinuria
GEN011 0.5607821 0.9272458 1.9852486 0.7364757 Vesicoureteral reflux
GEN013 0.4759064 1.1945355 1.7388525 0.4315548 Inflammatory conditions of male genital organs
GEN016 0.7579639 0.9220949 1.2862174 0.9335535 Other specified male genital disorders
GEN017 NA 1.1999652 1.0528883 1.7531912 Nonmalignant breast conditions
GEN018 0.3547183 0.3808726 0.1998971 0.4545310 Inflammatory diseases of female pelvic organs
GEN019 NA NA 0.1120943 NA Endometriosis
GEN021 NA 0.4491637 0.7474734 NA Menstrual disorders
GEN022 NA 0.2130880 0.2588270 NA Benign ovarian cyst
GEN023 NA NA 1.3006801 NA Menopausal disorders
GEN024 NA 0.5279847 0.6035156 NA Female infertility
GEN025 0.9354827 0.3963424 0.4178663 0.5513722 Other specified female genital disorders
GEN026 0.5048637 1.1065547 0.6588598 0.9756890 Postprocedural or postoperative genitourinary system complication
INF001 NA NA 0.2794054 1.1000415 Tuberculosis
INF002 0.7740100 0.7907438 0.9576991 0.6727416 Septicemia
INF003 0.6767126 0.7058084 0.9387115 0.6134522 Bacterial infections
INF004 0.7016120 0.8872171 1.7089511 0.8869900 Fungal infections
INF005 NA NA 0.7184709 1.4763715 Foodborne intoxications
INF006 NA 0.3718202 0.1565134 NA HIV infection
INF007 0.4479776 0.7919770 0.2128481 1.1828760 Hepatitis
INF008 0.6852601 0.7122597 0.7157834 0.7817252 Viral infection
INF009 0.9765966 0.5972677 0.8018556 0.8177597 Parasitic, other specified and unspecified infections
INF010 NA 0.1382159 0.0094547 0.6678824 Sexually transmitted infections (excluding HIV and hepatitis)
INF011 3.5782213 3.2591647 1.5554525 1.9125722 Sequela of specified infectious disease conditions
INJ001 1.1880154 0.4465364 0.5450827 0.6162733 Fracture of head and neck, initial encounter
INJ002 2.5788982 0.4861737 0.3949709 0.4218204 Fracture of the spine and back, initial encounter
INJ003 3.3363368 0.6168045 0.2570825 0.6261397 Fracture of torso, initial encounter
INJ004 1.1512297 0.2878112 0.5914091 0.2611475 Fracture of the upper limb, initial encounter
INJ005 0.5321764 0.4062397 0.4662815 0.5771198 Fracture of the lower limb (except hip), initial encounter
INJ006 NA 1.4990102 1.6684870 1.4828754 Fracture of the neck of the femur (hip), initial encounter
INJ007 1.8528006 0.8438111 0.5195554 0.5500208 Dislocations, initial encounter
INJ008 1.4432228 0.4078852 0.5111651 0.8095036 Traumatic brain injury (TBI); concussion, initial encounter
INJ009 NA 0.4399872 0.7396024 1.0788869 Spinal cord injury (SCI), initial encounter
INJ010 1.1718151 0.4263230 0.2450370 0.2833440 Internal organ injury, initial encounter
INJ011 1.9452419 1.0576616 1.4354229 0.8444691 Open wounds of head and neck, initial encounter
INJ012 1.6740216 0.7454933 1.3875797 0.9947184 Open wounds to limbs, initial encounter
INJ013 NA 0.4141056 0.5430850 0.7685222 Open wounds of trunk, initial encounter
INJ014 NA 1.0886282 0.5257104 0.2504559 Amputation of a limb, initial encounter
INJ015 NA NA 5.3885319 NA Amputation of other body parts, initial encounter
INJ016 NA 0.2966206 0.5407846 NA Injury to blood vessels, initial encounter
INJ017 2.9029661 1.6426928 2.3863876 1.7880228 Superficial injury; contusion, initial encounter
INJ018 NA 1.2571064 0.6705729 NA Crushing injury, initial encounter
INJ019 0.4179816 0.4114989 0.7872748 0.7665533 Burn and corrosion, initial encounter
INJ020 1.1431056 2.4785307 6.8861620 1.8832867 Effect of foreign body entering opening, initial encounter
INJ021 1.3355725 0.9817897 1.1993553 1.4763715 Effect of other external causes, initial encounter
INJ022 1.0594542 0.5005394 0.7826342 3.8179135 Poisoning by drugs, initial encounter
INJ023 1.3886375 1.0420750 1.1398817 1.5738218 Toxic effects, initial encounter
INJ024 NA 0.7102933 0.3626896 0.7101534 Sprains and strains, initial encounter
INJ025 0.9264003 0.3683614 0.8056640 0.8631095 Injury to nerves, muscles and tendons, initial encounter
INJ026 1.9473313 1.5252891 0.8185112 0.9739951 Other specified injury
INJ027 1.5771774 0.8898618 1.1653092 0.8616366 Other unspecified injury
INJ028 2.2421148 1.6549979 3.4148625 2.0320676 Adverse effects of drugs and medicaments, initial encounter
INJ029 6.1560796 2.1332715 3.2716086 4.8549910 Underdosing of drugs and medicaments, initial encounter
INJ030 0.7824455 0.9998253 1.3330665 1.2230794 Drug induced or toxic related condition
INJ031 1.1876162 0.9964883 2.0502418 0.9070264 Allergic reactions
INJ032 1.0067680 2.5222198 3.9132854 3.6466377 Maltreatment/abuse
INJ033 0.8497896 1.1864824 1.8359157 1.6390435 Complication of cardiovascular device, implant or graft, initial encounter
INJ034 NA 1.2571064 1.2573241 2.3055665 Complication of genitourinary device, implant or graft, initial encounter
INJ035 0.8297325 0.7475889 1.1517473 0.5343059 Complication of internal orthopedic device or implant, initial encounter
INJ036 1.0732225 0.6349670 0.5342339 0.7738223 Complication of transplanted organs or tissue, initial encounter
INJ037 1.0304453 1.1048138 1.9129288 1.0478844 Complication of other surgical or medical care, injury, initial encounter
INJ038 NA 1.7897786 0.6035156 NA Fracture of head and neck, subsequent encounter
INJ039 15.9032056 NA 0.8312887 NA Fracture of the spine and back, subsequent encounter
INJ041 2.5788982 0.2095177 2.0527740 1.5162735 Fracture of the upper limb, subsequent encounter
INJ042 NA 0.6103869 1.3213916 NA Fracture of lower limb (except hip), subsequent encounter
INJ043 NA NA 1.3471330 NA Fracture of the neck of the femur (hip), subsequent encounter
INJ044 NA NA NA 4.0072942 Dislocations, subsequent encounter
INJ045 1.2894491 0.2315722 0.4954972 0.8631095 Traumatic brain injury (TBI); concussion, subsequent encounter
INJ046 NA NA 1.1344278 NA Spinal cord injury (SCI), subsequent encounter
INJ047 NA NA 0.4714965 3.5063824 Internal organ injury, subsequent encounter
INJ048 NA 8.1228414 6.1835611 1.7531912 Open wounds of head and neck, subsequent encounter
INJ049 NA 1.8206369 2.7308397 4.0072942 Open wounds to limbs, subsequent encounter
INJ050 NA 3.2999043 NA NA Open wounds of trunk, subsequent encounter
INJ054 NA 3.5674641 9.1441753 7.0127648 Superficial injury; contusion, subsequent encounter
INJ056 NA 0.9103184 NA 2.0778562 Burns and corrosion, subsequent encounter
INJ057 NA 5.2798469 NA 9.3503530 Effect of foreign body entering opening, subsequent encounter
INJ059 NA 1.8081667 2.8647891 NA Poisoning by drugs, subsequent encounter
INJ060 NA 5.2798469 NA 9.3503530 Toxic effects, subsequent encounter
INJ061 NA 1.8856596 5.3885319 NA Sprains and strains, subsequent encounter
INJ063 NA NA 2.7940536 9.3503530 Other specified injury, subsequent encounter
INJ064 NA NA 6.8581315 NA Other unspecified injuries, subsequent encounter
INJ065 NA NA 1.7961773 3.5063824 Adverse effects of drugs and medicaments, subsequent encounter
INJ066 NA NA 75.4394460 NA Underdosing of drugs and medicaments, subsequent encounter
INJ068 NA 1.9554988 15.0878892 2.1577738 Maltreatment/abuse, subsequent encounter
INJ069 NA NA NA 5.6102118 Complication of cardiovascular device, implant or graft, subsequent encounter
INJ072 NA 0.5866497 2.7940536 1.4025530 Complication of other surgical or medical care, injury, subsequent encounter
INJ073 1.6451592 0.6641317 1.2817382 1.0788869 Injury, sequela
INJ074 6.8156595 NA 5.8030343 3.2366607 Effect of other external causes, sequela
INJ075 NA 5.2798469 2.0955402 3.5063824 Poisoning/toxic effect/adverse effects/underdosing, sequela
INJ076 NA NA NA 2.3375883 Complication, sequela
MAL001 1.0154657 1.7616148 3.3435766 1.6264430 Cardiac and circulatory congenital anomalies
MAL002 0.5978649 0.9042180 2.0497132 0.8228702 Digestive congenital anomalies
MAL003 0.5918862 1.0645939 1.1323395 0.9055854 Genitourinary congenital anomalies
MAL004 1.0383792 1.3294578 2.6448399 1.1689851 Nervous system congenital anomalies
MAL005 1.2483301 1.3036659 2.3294841 0.8357181 Congenital malformations of eye, ear, face, neck
MAL006 0.2192286 0.8768976 1.4705545 0.2746738 Cleft lip or palate
MAL007 0.6430951 1.4036403 3.2142120 1.2639992 Respiratory congenital malformations
MAL008 1.1086942 0.9538185 1.5523473 0.9639948 Musculoskeletal congenital conditions
MAL009 1.1984808 3.1212884 9.0147766 2.2717835 Chromosomal abnormalities
MAL010 1.0888266 1.8783893 4.8092374 1.7641623 Other specified and unspecified congenital anomalies
MBD001 5.7829838 3.1964139 3.4723584 3.5316082 Schizophrenia spectrum and other psychotic disorders
MBD002 NA 0.7700690 1.2718233 1.4973875 Depressive disorders
MBD003 23.8548084 2.2710680 2.8648178 4.3749358 Bipolar and related disorders
MBD004 6.8156595 2.7455204 4.8485650 3.0141026 Other specified and unspecified mood disorders
MBD005 3.9359104 1.5026917 1.9567972 2.6077256 Anxiety and fear-related disorders
MBD006 13.3921731 3.8725878 8.5760972 5.9709571 Obsessive-compulsive and related disorders
MBD007 1.9651558 0.8812326 1.5297114 1.1508805 Trauma- and stressor-related disorders
MBD008 11.4936804 2.9651078 6.6901027 3.5420520 Disruptive, impulse-control and conduct disorders
MBD009 6.8156595 1.3191765 1.5750233 4.3459387 Personality disorders
MBD010 8.0911046 0.8495689 1.6289538 5.0457698 Feeding and eating disorders
MBD011 5.4525276 1.3374061 2.0214214 1.0872504 Somatic disorders
MBD012 4.3372379 0.7742792 1.0295539 1.3005929 Suicidal ideation/attempt/intentional self-harm
MBD013 6.8977759 1.4095834 0.9251269 2.7431635 Miscellaneous mental and behavioral disorders/conditions
MBD017 NA 0.2135428 0.3356015 NA Alcohol-related disorders
MBD018 0.8086376 0.2994242 0.3666297 1.0226949 Opioid-related disorders
MBD019 NA 0.1591228 0.4806761 NA Cannabis-related disorders
MBD020 3.8510005 1.3366701 0.7483781 8.3556346 Sedative-related disorders
MBD021 0.7726254 0.5387599 0.3437806 3.8426108 Stimulant-related disorders
MBD022 NA NA 0.2182854 NA Hallucinogen-related disorders
MBD023 NA NA 2.1250548 NA Inhalant-related disorders
MBD024 NA 0.5382606 0.4385286 2.1577738 Tobacco-related disorders
MBD025 NA 0.8015962 0.2207005 3.0325469 Other specified substance-related disorders
MBD026 NA 1.0849000 0.4565171 NA Mental and substance use disorders in remission
MBD027 NA 1.8081667 2.9909913 NA Suicide attempt/intentional self-harm; subsequent encounter
MBD028 NA 8.7997448 NA NA Opioid-related disorders; subsequent encounter
MBD032 NA NA 4.7149654 NA Sedative-related disorders; subsequent encounter
MBD034 NA 6.5998086 NA NA Mental and substance use disorders; sequela
MUS001 0.4976231 0.3438395 0.7210461 0.2829867 Infective arthritis
MUS002 0.5979719 0.4023005 0.9554795 0.6937167 Osteomyelitis
MUS003 NA 1.4531689 0.8440777 0.7192579 Rheumatoid arthritis and related disease
MUS004 1.3011714 0.6374061 1.4405522 0.9102114 Juvenile arthritis
MUS005 23.8548084 NA 0.6393173 NA Other specified chronic arthropathy
MUS006 1.7670228 0.3567464 1.1953433 0.8698003 Osteoarthritis
MUS007 1.0409371 0.4227259 1.1202145 0.5724706 Other specified joint disorders
MUS008 2.8064480 0.4061421 NA 1.2064972 Immune-mediated/reactive arthropathies
MUS009 1.4241677 0.8782524 1.0444226 0.6600249 Tendon and synovial disorders
MUS010 1.3113395 0.6017736 0.7694698 0.5781132 Musculoskeletal pain, not low back pain
MUS011 1.1013763 0.7007204 0.6522570 0.9467571 Spondylopathies/spondyloarthropathy (including infective)
MUS012 NA NA 0.9371360 NA Biomechanical lesions
MUS013 NA 0.7810424 3.0963952 0.5783724 Osteoporosis
MUS014 1.0150982 1.2705514 2.1250548 0.6131379 Pathological fracture, initial encounter
MUS015 NA 1.0999681 NA NA Pathological fracture, subsequent encounter
MUS016 15.9032056 1.5085277 1.9098594 3.6588338 Stress fracture, initial encounter
MUS017 NA 5.2798469 6.2866205 NA Stress fracture, subsequent encounter
MUS020 NA 26.3992344 NA NA Pathological, stress and atypical fractures, sequela
MUS021 2.1204274 1.2983230 2.4076419 1.3246333 Acquired foot deformities
MUS022 0.5116313 0.7999768 2.0641497 0.5477915 Scoliosis and other postural dorsopathic deformities
MUS023 0.7089096 0.6947167 1.2184498 0.5436252 Acquired deformities (excluding foot)
MUS024 0.8139679 0.4359507 0.8793250 0.8566730 Systemic lupus erythematosus and connective tissue disorders
MUS025 1.4512431 0.6955487 0.9402277 1.4398833 Other specified connective tissue disease
MUS026 1.0636898 0.9276615 1.0107337 0.8415318 Muscle disorders
MUS027 NA 1.3894334 1.3471330 4.3155475 Musculoskeletal abscess
MUS028 0.4910081 0.4585475 1.2447898 0.4638364 Other specified bone disease and musculoskeletal deformities
MUS029 1.1589381 0.5499841 0.5898315 0.4725293 Disorders of jaw
MUS030 NA 0.3377301 0.5086948 0.3596290 Aseptic necrosis and osteonecrosis
MUS031 NA NA NA 9.3503530 Traumatic arthropathy
MUS033 NA NA 1.6580098 NA Gout
MUS036 NA NA 4.4376145 NA Autoinflammatory syndromes
MUS037 NA 0.2823448 0.6617495 0.6233569 Postprocedural or postoperative musculoskeletal system complication
MUS038 0.9447449 0.3469779 0.4756371 0.1934556 Low back pain
NEO001 0.4712061 NA NA NA Head and neck cancers - eye
NEO002 NA NA 1.1787413 0.7381858 Head and neck cancers - lip and oral cavity
NEO003 NA 19.7994258 NA NA Head and neck cancers - throat
NEO006 NA 26.3992344 NA NA Head and neck cancers - hypopharyngeal
NEO007 NA 7.9197703 NA 9.3503530 Head and neck cancers - pharyngeal
NEO011 NA 1.8418071 0.8772029 NA Cardiac cancers
NEO015 NA NA 3.9245955 NA Gastrointestinal cancers - colorectal
NEO017 NA NA 1.7646654 NA Gastrointestinal cancers - liver
NEO020 NA 1.5528961 NA 1.2750481 Gastrointestinal cancers - peritoneum
NEO022 NA NA 1.7544057 NA Respiratory cancers
NEO023 0.1571981 0.3505516 0.7527814 0.1990445 Bone cancer
NEO024 0.2551316 0.5106995 0.9521483 0.2493427 Sarcoma
NEO025 NA NA 2.2188072 NA Skin cancers - melanoma
NEO033 NA 0.5866497 0.2531525 NA Female reproductive system cancers - ovary
NEO040 NA NA 2.6554685 NA Male reproductive system cancers - testis
NEO043 NA NA NA 5.1001926 Urinary system cancers - bladder
NEO045 0.6567696 0.1404215 NA 0.4808753 Urinary system cancers - kidney
NEO048 0.2830231 0.2972887 1.1415179 0.4742653 Nervous system cancers - brain
NEO049 0.3469790 0.3180631 0.6503401 NA Nervous system cancers - all other types
NEO050 NA 1.1281724 1.1535083 NA Endocrine system cancers - thyroid
NEO055 NA NA 9.4299308 NA Endocrine system cancers - pituitary gland
NEO056 0.1596307 0.1936374 1.7485964 0.3998275 Endocrine system cancers - all other types
NEO057 NA 0.4418282 0.6001914 NA Hodgkin lymphoma
NEO058 0.4905873 0.3234209 0.1765905 0.5058388 Non-Hodgkin lymphoma
NEO059 0.5701398 0.3359695 0.4477118 0.3220661 Leukemia - acute lymphoblastic leukemia (ALL)
NEO060 0.6574160 0.2656527 0.6447816 0.3038021 Leukemia - acute myeloid leukemia (AML)
NEO062 NA NA NA 1.0389281 Leukemia - chronic myeloid leukemia (CML)
NEO064 0.4148662 0.6977771 0.7750628 0.1286746 Leukemia - all other types
NEO065 NA 3.5198979 10.2871972 NA Multiple myeloma
NEO066 NA NA 0.8111768 NA Malignant neuroendocrine tumors
NEO068 1.6740216 1.6922586 2.2519238 0.3016243 Myelodysplastic syndrome (MDS)
NEO069 NA 0.8164712 0.6858131 1.0535609 Cancer of other sites
NEO070 0.2375090 0.1807393 1.4522481 0.3384588 Secondary malignancies
NEO071 NA NA 5.8030343 NA Malignant neoplasm, unspecified
NEO072 1.0701222 0.7854318 1.0875186 1.0418221 Neoplasms of unspecified nature or uncertain behavior
NEO073 1.4425080 0.6618611 0.9190966 1.5488315 Benign neoplasms
NEO074 0.4040954 0.4086212 0.8873694 0.4331330 Conditions due to neoplasm or the treatment of neoplasm
NVS001 0.9026144 0.5887430 0.3829414 0.3690929 Meningitis
NVS002 1.6451592 0.7733464 1.4476653 0.6563671 Encephalitis
NVS004 NA 5.0284256 12.4078036 3.5063824 Parkinson`s disease
NVS005 NA NA 0.3781426 2.2145573 Multiple sclerosis
NVS006 1.2883939 1.5307317 3.0843075 1.3775074 Other specified hereditary and degenerative nervous system conditions
NVS007 1.3075969 1.2077852 4.0550063 1.0218323 Cerebral palsy
NVS008 0.9782028 0.6867898 0.7472272 0.6233569 Paralysis (other than cerebral palsy)
NVS009 2.7402742 3.0873207 5.7043059 2.7449765 Epilepsy; convulsions
NVS010 1.4522175 0.7942269 0.9876676 1.0828065 Headache; including migraine
NVS011 0.6156080 1.3486199 2.5530817 1.1687941 Neurocognitive disorders
NVS012 NA 0.8948893 0.6393173 NA Transient cerebral ischemia
NVS013 0.6531836 0.9785548 1.0006706 1.3472207 Coma; stupor; and brain damage
NVS014 0.7454628 0.7134928 0.6636901 0.1541267 CNS abscess
NVS015 0.5640546 0.7188668 0.6771228 0.9127726 Polyneuropathies
NVS016 1.8884821 1.6578673 2.8215057 1.8148856 Sleep wake disorders
NVS017 1.1263653 0.8465313 0.4887331 0.3807836 Nerve and nerve root disorders
NVS018 0.9703651 1.0623434 2.8201662 0.8204349 Myopathies
NVS019 1.0145843 0.6019750 0.8237715 0.7004010 Nervous system pain and pain syndromes
NVS020 1.1213994 0.9617812 1.2738598 1.0493696 Other specified nervous system disorders
NVS021 1.2938201 0.1396785 0.9704903 1.1722831 Postprocedural or postoperative nervous system complication
NVS022 3.0780398 3.0170554 2.4076419 2.0933626 Sequela of specified nervous system conditions
PNL002 0.5157796 NA NA 2.9527431 Short gestation; low birth weight; and fetal growth retardation
PNL004 NA NA NA 1.6500623 Neonatal cerebral disorders
PNL006 0.9933755 1.3199617 7.4610441 2.0000755 Respiratory perinatal condition
PNL009 NA NA NA 2.9527431 Perinatal infections
PNL010 NA 5.9998260 13.1199037 3.5063824 Newborn affected by maternal conditions or complications of labor/delivery
PNL013 0.5301069 NA 5.3885319 1.2196113 Other specified and unspecified perinatal conditions
PNL014 NA 13.1996172 NA NA Neonatal abstinence syndrome
PNL015 1.1359433 4.7696096 11.6516422 5.2595736 Fetal alcohol syndrome
PRG002 NA NA 0.0131872 NA Gestational weeks
PRG008 NA NA 0.0347247 NA Supervision of high-risk pregnancy
PRG010 NA NA 0.0166926 NA Hemorrhage after first trimester
PRG011 NA NA 0.0127620 NA Early or threatened labor
PRG013 NA NA 0.0296003 NA Maternal care related to fetal conditions
PRG014 NA NA 0.0274525 NA Polyhydramnios and other problems of amniotic cavity
PRG017 NA NA 0.0384895 NA Maternal care for abnormality of pelvic organs
PRG018 NA NA 0.0171805 NA Maternal care related to disorders of the placenta and placental implantation
PRG019 NA NA 0.0097644 NA Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG020 NA NA 0.0215980 NA Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG021 NA NA 0.0365324 NA Maternal intrauterine infection
PRG022 NA NA 0.0100699 NA Prolonged pregnancy
PRG023 NA NA 0.0210578 NA Complications specified during childbirth
PRG024 NA NA 0.0223365 NA Malposition, disproportion or other labor complications
PRG026 NA NA 0.0134375 NA OB-related trauma to perineum and vulva
PRG027 NA NA 0.0182164 NA Complications specified during the puerperium
PRG028 NA NA 0.0386032 NA Other specified complications in pregnancy
PRG029 NA NA 0.0080489 NA Uncomplicated pregnancy, delivery or puerperium
PRG030 NA NA 0.0133630 NA Maternal outcome of delivery
RSP001 1.4885400 0.8115320 1.2639267 0.7717752 Sinusitis
RSP002 0.5975105 0.6973675 1.6528789 0.5092396 Pneumonia (except that caused by tuberculosis)
RSP003 0.6774185 1.1641453 1.8458588 0.7641325 Influenza
RSP004 1.3522232 0.6160249 0.3213068 0.6642877 Acute and chronic tonsillitis
RSP005 0.2647458 0.6075138 0.7920152 0.4312311 Acute bronchitis
RSP006 0.7996823 0.7410311 0.9882595 0.7261712 Other specified upper respiratory infections
RSP007 0.9741690 1.0481612 1.9449992 0.9396542 Other specified and unspecified upper respiratory disease
RSP008 0.6447246 0.8221984 0.6059393 0.4362007 Chronic obstructive pulmonary disease and bronchiectasis
RSP009 1.0191333 0.8926509 1.3145805 0.8351641 Asthma
RSP010 0.9877037 1.2801980 2.6547090 1.0484771 Aspiration pneumonitis
RSP011 0.6170129 0.8194773 1.2659107 0.6597457 Pleurisy, pleural effusion and pulmonary collapse
RSP012 0.3965119 0.4969782 0.9407508 0.4833571 Respiratory failure; insufficiency; arrest
RSP013 0.3359832 1.3713888 1.4035246 1.1496336 Lung disease due to external agents
RSP014 0.4095246 0.5144466 0.5716220 0.8500321 Pneumothorax
RSP015 NA NA NA 1.6500623 Mediastinal disorders
RSP016 0.5285213 0.7007204 1.0039162 0.7991369 Other specified and unspecified lower respiratory disease
RSP017 0.6824262 0.4558737 1.2115924 0.6951703 Postprocedural or postoperative respiratory system complication
SKN001 0.6591905 0.6164613 1.1423240 0.6855069 Skin and subcutaneous tissue infections
SKN002 1.1355624 0.8769155 1.8876134 0.7465038 Other specified inflammatory condition of skin
SKN003 0.8225796 1.1753084 1.4340448 1.2546800 Pressure ulcer of skin
SKN004 NA 0.8799745 1.8198112 1.7531912 Non-pressure ulcer of skin
SKN005 0.6535564 1.3149044 2.1943269 1.5366316 Contact dermatitis
SKN006 NA 0.9103184 0.8046874 1.0389281 Postprocedural or postoperative skin complication
SKN007 1.0623215 0.8977505 2.1612096 0.9264570 Other specified and unspecified skin disorders
SYM001 0.6432757 0.7481564 1.1989540 0.8792123 Syncope
SYM002 0.6438269 0.5754148 1.0303395 0.6648752 Fever
SYM003 0.8665723 0.6402291 1.1985386 0.5789149 Shock
SYM004 0.8609646 0.7956630 0.9301110 0.9377490 Nausea and vomiting
SYM005 1.0568333 1.2321824 1.9292810 1.3009187 Dysphagia
SYM006 0.8323440 0.7775671 0.9559523 0.8378821 Abdominal pain and other digestive/abdomen signs and symptoms
SYM007 1.5520809 0.8494803 1.2005141 1.2467137 Malaise and fatigue
SYM008 1.1645960 2.9768158 6.0346343 2.7423719 Symptoms of mental and substance use conditions
SYM009 NA 4.3998724 NA NA Abnormal findings related to substance use
SYM010 2.4998489 1.1646374 1.7401748 1.4369139 Nervous system signs and symptoms
SYM011 0.9809807 0.8452957 1.4849884 1.1206560 Genitourinary signs and symptoms
SYM012 0.7697900 0.6879279 1.0068731 0.8059105 Circulatory signs and symptoms
SYM013 0.5623586 0.7099971 1.3329742 0.6043032 Respiratory signs and symptoms
SYM014 1.0141681 0.8935837 1.1200929 0.7910883 Skin/Subcutaneous signs and symptoms
SYM015 0.5048637 1.0337809 1.8952671 1.3337799 General sensation/perception signs and symptoms
SYM016 2.2171925 2.3242223 3.5568408 2.2756889 Other general signs and symptoms
SYM017 1.0317516 0.8223938 1.3126496 0.9038316 Abnormal findings without diagnosis

Sex-specific SMRs

21 by Sex

The following plot shows sex-specific SMRs (among 21 categories) for each sex_group. Note the SMRs shown in the plots are all > 1. If there is no column corresponding to an x-axis value, that means its SMR is <= 1.

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   sex = col_character(),
##   crude_prop = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   FEMALE = col_double(),
##   count = col_double()
## )
## Joining, by = c("DXCCSR_cat", "sex")Joining, by = c("DXCCSR_cat", "sex")
DXCCSR_cat female male description
BLD 0.6593225 0.6690129 Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR 0.9400892 0.8075635 Diseases of the Circulatory System
DIG 1.5310154 1.0533462 Diseases of the Digestive System
EAR 1.5265739 0.8679650 Diseases of the Ear and Mastoid Process
END 1.3514569 1.0071247 Endocrine, Nutritional and Metabolic Diseases
EXT 1.0231129 1.0314729 External Causes of Morbidity
EYE 2.0454857 1.0633294 Diseases of the Eye and Adnexa
FAC 1.1245525 1.0815161 Factors Influencing Health Status and Contact with Health Services
GEN 1.0405212 0.9208918 Diseases of the Genitourinary System
INF 0.8820987 0.6346777 Certain Infectious and Parasitic Diseases
INJ 1.2018008 0.7697670 Injury, Poisoning and Certain Other Consequences of External Causes
MAL 2.6081370 1.2987571 Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD 1.6179149 1.4020664 Mental, Behavioral and Neurodevelopmental Disorders
MUS 1.3039504 0.7583685 Diseases of the Musculoskeletal System and Connective Tissue
NEO 0.6701462 0.5188993 Neoplasms
NVS 2.7857561 1.6977890 Diseases of the Nervous System
PNL 3.0248679 1.5158188 Certain Conditions Originating in the Perinatal Period
PRG 0.0260743 NA Pregnancy, Childbirth and the Puerperium
RSP 1.1012552 0.7634347 Diseases of the Respiratory System
SKN 1.2448175 0.8273792 Diseases of the Skin and Subcutaneous Tissue
SYM 1.6749275 1.1015485 Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified

540 by Sex

The following plot shows top 30 SMRs among (540 categories) for each sex_group. Note the SMRs shown in the plots are all > 1.

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_sub = col_character(),
##   sex = col_character(),
##   sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   FEMALE = col_double(),
##   count = col_double()
## )
## Joining, by = c("DXCCSR", "sex")Joining, by = c("DXCCSR", "sex")

DXCCSR female male description
BLD001 0.7135310 0.8290440 Nutritional anemia
BLD002 0.6892069 0.7780518 Hemolytic anemia
BLD003 0.4780842 0.5832082 Aplastic anemia
BLD004 0.3782494 0.4199466 Acute posthemorrhagic anemia
BLD005 0.3073605 0.2489932 Sickle cell trait/anemia
BLD006 0.9879623 0.8588886 Coagulation and hemorrhagic disorders
BLD007 0.9367749 0.6597215 Diseases of white blood cells
BLD008 2.0057704 1.1462787 Immunity disorders
BLD009 NA 3.0784221 Postprocedural or postoperative complications of the spleen
BLD010 1.6660495 0.5505766 Other specified and unspecified hematologic conditions
CIR001 0.7804219 0.6654231 Chronic rheumatic heart disease
CIR002 2.7372575 1.0415714 Acute rheumatic heart disease
CIR003 1.4625189 0.8918533 Nonrheumatic and unspecified valve disorders
CIR004 1.5418488 0.4226960 Endocarditis and endocardial disease
CIR005 1.0234864 0.8499714 Myocarditis and cardiomyopathy
CIR006 0.8423439 0.7601193 Pericarditis and pericardial disease
CIR007 1.1461551 0.9133222 Essential hypertension
CIR008 0.2701930 0.7282819 Hypertension with complications and secondary hypertension
CIR009 1.1197872 0.5772041 Acute myocardial infarction
CIR010 NA 2.7705799 Complications of acute myocardial infarction
CIR011 0.4438796 0.5335367 Coronary atherosclerosis and other heart disease
CIR012 0.2314107 0.3869274 Nonspecific chest pain
CIR013 0.2495137 0.2516167 Acute pulmonary embolism
CIR014 1.2219118 0.5662869 Pulmonary heart disease
CIR015 1.0825312 0.7025445 Other and ill-defined heart disease
CIR016 1.5386951 1.1680796 Conduction disorders
CIR017 1.4352955 0.8686142 Cardiac dysrhythmias
CIR018 0.9410775 0.7415561 Cardiac arrest and ventricular fibrillation
CIR019 0.7462421 0.6485351 Heart failure
CIR020 1.5416344 0.8270388 Cerebral infarction
CIR021 0.7518408 0.7214036 Acute hemorrhagic cerebrovascular disease
CIR022 2.3995440 0.7915943 Sequela of hemorrhagic cerebrovascular disease
CIR023 2.4271249 0.8985665 Occlusion or stenosis of precerebral or cerebral arteries without infarction
CIR024 1.5526461 0.6156844 Other and ill-defined cerebrovascular disease
CIR025 2.2344960 1.0393093 Sequela of cerebral infarction and other cerebrovascular disease
CIR026 2.0279610 1.1422333 Peripheral and visceral vascular disease
CIR027 NA 0.1099436 Arterial dissections
CIR028 1.2005516 1.0167266 Gangrene
CIR029 0.6881374 0.5757049 Aortic; peripheral; and visceral artery aneurysms
CIR030 0.3329097 0.2032210 Aortic and peripheral arterial embolism or thrombosis
CIR031 1.2962167 1.0190222 Hypotension
CIR032 1.0997910 0.4406489 Other specified and unspecified circulatory disease
CIR033 1.1704198 0.6365968 Acute phlebitis; thrombophlebitis and thromboembolism
CIR034 1.1920315 0.3848028 Chronic phlebitis; thrombophlebitis and thromboembolism
CIR035 NA NA Varicose veins of lower extremity
CIR036 1.0179883 0.5673542 Postthrombotic syndrome and venous insufficiency/hypertension
CIR037 0.6455796 0.6206354 Vasculitis
CIR038 0.6060349 0.5599394 Postprocedural or postoperative circulatory system complication
CIR039 0.7685437 0.5104921 Other specified diseases of veins and lymphatics
DIG001 1.6267647 0.8106998 Intestinal infection
DIG002 1.4356698 1.1348071 Disorders of teeth and gingiva
DIG003 1.1859015 0.8274737 Diseases of mouth; excluding dental
DIG004 2.0846960 1.4971925 Esophageal disorders
DIG005 1.0568058 1.1389129 Gastroduodenal ulcer
DIG006 1.5244627 0.7809688 Gastrointestinal and biliary perforation
DIG007 1.2435799 0.9978905 Gastritis and duodenitis
DIG008 2.6921069 1.7900059 Other specified and unspecified disorders of stomach and duodenum
DIG009 0.3949684 0.3536511 Appendicitis and other appendiceal conditions
DIG010 0.9257734 0.7649087 Abdominal hernia
DIG011 0.7695330 0.6337201 Regional enteritis and ulcerative colitis
DIG012 2.0173804 1.1416481 Intestinal obstruction and ileus
DIG013 2.1865667 0.3378756 Diverticulosis and diverticulitis
DIG014 0.6864937 1.0229834 Hemorrhoids
DIG015 0.9346466 0.9883292 Anal and rectal conditions
DIG016 0.6426430 0.4212312 Peritonitis and intra-abdominal abscess
DIG017 0.4016222 0.5444371 Biliary tract disease
DIG018 0.8257648 0.6649392 Hepatic failure
DIG019 0.6011201 0.8267725 Other specified and unspecified liver disease
DIG020 0.9675503 0.8179549 Pancreatic disorders (excluding diabetes)
DIG021 1.4118887 1.1178371 Gastrointestinal hemorrhage
DIG022 1.4096657 0.8418152 Noninfectious gastroenteritis
DIG023 1.3034560 0.7902661 Noninfectious hepatitis
DIG024 1.6305212 0.9880000 Postprocedural or postoperative digestive system complication
DIG025 2.5087950 1.7668526 Other specified and unspecified gastrointestinal disorders
EAR001 1.0434359 0.5267857 Otitis media
EAR002 1.3535889 0.7986151 Diseases of middle ear and mastoid (except otitis media)
EAR003 1.6645485 0.3821490 Diseases of inner ear and related conditions
EAR004 2.4598189 1.5521950 Hearing loss
EAR005 NA 0.9894928 Postprocedural or postoperative ear and/or mastoid process complication
EAR006 1.8451886 1.4446398 Other specified and unspecified disorders of the ear
END001 2.4023091 1.9886113 Thyroid disorders
END002 0.9178852 1.3638764 Diabetes mellitus without complication
END003 0.6164688 0.5645382 Diabetes mellitus with complication
END004 0.5663413 0.5694369 Diabetes mellitus, Type 1
END005 2.2117973 1.5548217 Diabetes mellitus, Type 2
END006 0.7961985 0.6683991 Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
END007 1.9867192 1.4649739 Nutritional deficiencies
END008 1.8196090 0.9448474 Malnutrition
END009 1.3328548 1.7334317 Obesity
END010 1.9400313 1.6206508 Disorders of lipid metabolism
END011 1.1662615 0.7800546 Fluid and electrolyte disorders
END012 0.7421767 0.6851737 Cystic fibrosis
END013 2.4344536 1.2964471 Pituitary disorders
END014 1.4663880 0.7890892 Postprocedural or postoperative endocrine or metabolic complication
END015 2.2792728 1.1983299 Other specified and unspecified endocrine disorders
END016 1.4953970 1.0284374 Other specified and unspecified nutritional and metabolic disorders
END017 NA NA Sequela of malnutrition and other nutritional deficiencies
EXT002 0.7845643 1.0675629 External cause codes: drowning/submersion; initial encounter
EXT004 0.5089942 1.4582000 External cause codes: fire/burn; initial encounter
EXT011 NA 4.6176332 External cause codes: natural/environment; initial encounter
EXT012 1.9246342 0.5178654 External cause codes: bites; initial encounter
EXT013 NA NA External cause codes: overexertion; initial encounter
EXT014 0.8101165 0.7931902 External cause codes: poisoning by drug
EXT015 1.6777742 0.8563611 External cause codes: poisoning by non-drug
EXT017 0.9124192 1.1892791 External cause codes: suffocation/inhalation; initial encounter
EXT018 2.5815453 2.2037195 External cause codes: other specified, classifiable and NEC; initial encounter
EXT019 1.4705562 0.9981347 External cause codes: unspecified mechanism
EXT020 1.5491277 1.2046000 External cause codes: intent of injury, accidental/unintentional
EXT021 0.7579183 0.7589392 External cause codes: intent of injury, self-harm
EXT022 3.0753682 1.9338806 External cause codes: intent of injury, assault
EXT023 0.5013972 0.8338639 External cause codes: intent of injury, undetermined
EYE001 1.4216890 0.6182690 Cornea and external disease
EYE002 3.4406869 1.7244273 Cataract and other lens disorders
EYE003 3.0575749 1.9913543 Glaucoma
EYE004 0.9511706 0.9133780 Uveitis and ocular inflammation
EYE005 2.0627659 1.3235254 Retinal and vitreous conditions
EYE006 1.6299360 0.9179366 Neuro-ophthalmology
EYE007 3.5509319 1.0703948 Strabismus
EYE008 0.6839344 0.5951126 Oculofacial plastics and orbital conditions
EYE009 3.0910060 1.9082140 Refractive error
EYE010 2.1522791 1.3295065 Blindness and vision defects
EYE011 NA NA Postprocedural or postoperative eye complication
EYE012 1.9920742 0.9494958 Other specified eye disorders
FAC001 NA NA Encounter for administrative purposes
FAC002 NA 1.9107448 Encounter for mental health services related to abuse
FAC003 2.4848303 3.4124445 Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
FAC004 NA 0.4329031 Encounter for prophylactic or other procedures
FAC005 6.4829784 NA Encounter for prophylactic measures (excludes immunization)
FAC006 0.6650705 0.5412907 Encounter for antineoplastic therapies
FAC007 3.1583741 1.7560014 Encounter for mental health conditions
FAC008 NA 1.5682528 Neoplasm-related encounters
FAC009 1.3396589 0.8378620 Implant, device or graft related encounter
FAC010 1.4520273 0.7193759 Other aftercare encounter
FAC011 4.2474686 NA Counseling related to sexual behavior or orientation
FAC012 1.3535889 0.8632699 Other specified encounters and counseling
FAC013 0.4044260 NA Contraceptive and procreative management
FAC014 0.1905284 0.6209182 Medical examination/evaluation
FAC015 0.2306678 0.5414814 Resistance to antimicrobial drugs
FAC016 0.3299205 0.7129002 Exposure, encounters, screening or contact with infectious disease
FAC017 0.5880754 0.8886452 No immunization or underimmunization
FAC018 NA NA Screening for neurocognitive or neurodevelopmental condition
FAC019 1.8061226 1.9386726 Socioeconomic/psychosocial factors
FAC020 1.0677246 0.6872756 Lifestyle/life management factors
FAC021 1.3077740 1.1252805 Personal/family history of disease
FAC022 0.5171282 0.6860868 Acquired absence of limb or organ
FAC023 1.4463005 0.6916662 Organ transplant status
FAC024 0.0490988 0.9792070 Carrier status
FAC025 1.4381200 1.1153921 Other specified status
GEN001 0.4272919 0.5505449 Nephritis; nephrosis; renal sclerosis
GEN002 1.0542331 0.6728001 Acute and unspecified renal failure
GEN003 1.1825948 0.7211657 Chronic kidney disease
GEN004 0.8610312 0.9062791 Urinary tract infections
GEN005 0.5944179 0.8179382 Calculus of urinary tract
GEN006 0.8460294 0.6772304 Other specified and unspecified diseases of kidney and ureters
GEN007 1.2740748 0.7770722 Other specified and unspecified diseases of bladder and urethra
GEN008 5.1445199 3.3409035 Urinary incontinence
GEN009 0.9623171 0.6704191 Hematuria
GEN010 0.5491950 0.5698548 Proteinuria
GEN011 1.2507427 0.8217065 Vesicoureteral reflux
GEN012 NA NA Hyperplasia of prostate
GEN013 NA 0.5621466 Inflammatory conditions of male genital organs
GEN014 NA NA Erectile dysfunction
GEN015 NA NA Male infertility
GEN016 NA 0.5703716 Other specified male genital disorders
GEN017 0.4181147 2.3579403 Nonmalignant breast conditions
GEN018 0.5474515 NA Inflammatory diseases of female pelvic organs
GEN019 0.1717944 NA Endometriosis
GEN020 NA NA Prolapse of female genital organs
GEN021 1.4389789 NA Menstrual disorders
GEN022 0.5319846 NA Benign ovarian cyst
GEN023 1.7723250 NA Menopausal disorders
GEN024 1.4077325 NA Female infertility
GEN025 0.9770246 NA Other specified female genital disorders
GEN026 1.6066512 0.5907420 Postprocedural or postoperative genitourinary system complication
INF001 1.0573098 0.0985971 Tuberculosis
INF002 0.7914793 0.7484682 Septicemia
INF003 0.8808269 0.6687607 Bacterial infections
INF004 1.4529863 0.9961899 Fungal infections
INF005 NA 0.7388213 Foodborne intoxications
INF006 0.2272631 0.1014864 HIV infection
INF007 0.3740180 0.3837368 Hepatitis
INF008 0.8130813 0.5318054 Viral infection
INF009 1.1884374 0.7297859 Parasitic, other specified and unspecified infections
INF010 0.0313746 0.0659662 Sexually transmitted infections (excluding HIV and hepatitis)
INF011 7.1521891 1.7406785 Sequela of specified infectious disease conditions
INJ001 0.5884953 0.4062191 Fracture of head and neck, initial encounter
INJ002 0.7888156 0.2390079 Fracture of the spine and back, initial encounter
INJ003 0.5058587 0.3226498 Fracture of torso, initial encounter
INJ004 0.5773510 0.3428380 Fracture of the upper limb, initial encounter
INJ005 0.9672888 0.2980341 Fracture of the lower limb (except hip), initial encounter
INJ006 1.5873272 1.1338155 Fracture of the neck of the femur (hip), initial encounter
INJ007 1.7389636 0.3927368 Dislocations, initial encounter
INJ008 0.7603493 0.4188160 Traumatic brain injury (TBI); concussion, initial encounter
INJ009 1.7227495 0.2947425 Spinal cord injury (SCI), initial encounter
INJ010 0.7018609 0.1886970 Internal organ injury, initial encounter
INJ011 1.5011900 0.8245246 Open wounds of head and neck, initial encounter
INJ012 1.4181515 0.8266649 Open wounds to limbs, initial encounter
INJ013 0.4314416 0.3396195 Open wounds of trunk, initial encounter
INJ014 0.8322743 0.3590384 Amputation of a limb, initial encounter
INJ015 NA 1.3852900 Amputation of other body parts, initial encounter
INJ016 NA 0.2356508 Injury to blood vessels, initial encounter
INJ017 2.4441339 1.5315298 Superficial injury; contusion, initial encounter
INJ018 1.9708254 0.2725161 Crushing injury, initial encounter
INJ019 0.7875149 0.3920945 Burn and corrosion, initial encounter
INJ020 1.9689353 2.2102379 Effect of foreign body entering opening, initial encounter
INJ021 1.4181515 0.8295149 Effect of other external causes, initial encounter
INJ022 0.8101165 0.7931902 Poisoning by drugs, initial encounter
INJ023 1.3733975 0.8752550 Toxic effects, initial encounter
INJ024 0.2419972 0.4582914 Sprains and strains, initial encounter
INJ025 0.3064094 0.4639111 Injury to nerves, muscles and tendons, initial encounter
INJ026 1.5474446 0.6337928 Other specified injury
INJ027 1.4400141 0.8627251 Other unspecified injury
INJ028 2.3682571 2.1299353 Adverse effects of drugs and medicaments, initial encounter
INJ029 4.4468083 2.4254235 Underdosing of drugs and medicaments, initial encounter
INJ030 1.3053396 1.0020381 Drug induced or toxic related condition
INJ031 1.3873803 1.0756178 Allergic reactions
INJ032 2.6685920 2.0023365 Maltreatment/abuse
INJ033 1.7780101 1.2335915 Complication of cardiovascular device, implant or graft, initial encounter
INJ034 1.4212683 1.1581202 Complication of genitourinary device, implant or graft, initial encounter
INJ035 1.4611695 0.6997723 Complication of internal orthopedic device or implant, initial encounter
INJ036 0.9367041 0.6134435 Complication of transplanted organs or tissue, initial encounter
INJ037 1.5612560 1.1114501 Complication of other surgical or medical care, injury, initial encounter
INJ038 1.2569040 0.4929857 Fracture of head and neck, subsequent encounter
INJ039 2.0760099 0.2357940 Fracture of the spine and back, subsequent encounter
INJ040 NA NA Fracture of torso, subsequent encounter
INJ041 2.6632776 0.8007456 Fracture of the upper limb, subsequent encounter
INJ042 1.2484114 0.5423647 Fracture of lower limb (except hip), subsequent encounter
INJ043 NA 0.5037418 Fracture of the neck of the femur (hip), subsequent encounter
INJ044 NA 0.9553724 Dislocations, subsequent encounter
INJ045 0.4737561 0.3221605 Traumatic brain injury (TBI); concussion, subsequent encounter
INJ046 NA 0.4505008 Spinal cord injury (SCI), subsequent encounter
INJ047 NA 0.3929901 Internal organ injury, subsequent encounter
INJ048 8.2117726 2.4549442 Open wounds of head and neck, subsequent encounter
INJ049 2.0760099 2.4737321 Open wounds to limbs, subsequent encounter
INJ050 NA 0.8937355 Open wounds of trunk, subsequent encounter
INJ051 NA NA Amputation of a limb, subsequent encounter
INJ052 NA NA Amputation of other body parts, subsequent encounter
INJ053 NA NA Injury to blood vessels, subsequent encounter
INJ054 4.9270636 5.3624127 Superficial injury; contusion, subsequent encounter
INJ055 NA NA Crushing injury, subsequent encounter
INJ056 1.8950245 0.6156844 Burns and corrosion, subsequent encounter
INJ057 12.3176590 3.9579713 Effect of foreign body entering opening, subsequent encounter
INJ058 NA NA Effect of other external causes, subsequent encounter
INJ059 3.9416509 2.5187090 Poisoning by drugs, subsequent encounter
INJ060 NA 4.2624306 Toxic effects, subsequent encounter
INJ061 4.1058863 2.9684785 Sprains and strains, subsequent encounter
INJ062 NA NA Injury to nerves, muscles and tendons, subsequent encounter
INJ063 NA 2.7705799 Other specified injury, subsequent encounter
INJ064 NA 2.5187090 Other unspecified injuries, subsequent encounter
INJ065 1.9867192 1.4582000 Adverse effects of drugs and medicaments, subsequent encounter
INJ066 NA 27.7057991 Underdosing of drugs and medicaments, subsequent encounter
INJ067 NA NA Allergic reactions, subsequent encounter
INJ068 8.0332558 3.4632249 Maltreatment/abuse, subsequent encounter
INJ069 NA 2.3088166 Complication of cardiovascular device, implant or graft, subsequent encounter
INJ070 NA NA Complication of genitourinary device, implant or graft, subsequent encounter
INJ071 NA NA Complication of internal orthopedic device or implant, subsequent encounter
INJ072 1.3686288 1.2480090 Complication of other surgical or medical care, injury, subsequent encounter
INJ073 0.9296346 0.8030666 Injury, sequela
INJ074 3.0043071 2.9474254 Effect of other external causes, sequela
INJ075 3.6228409 2.8520676 Poisoning/toxic effect/adverse effects/underdosing, sequela
INJ076 3.1583741 NA Complication, sequela
MAL001 2.3982262 1.2953597 Cardiac and circulatory congenital anomalies
MAL002 1.4722302 0.6837507 Digestive congenital anomalies
MAL003 0.9204229 0.7753920 Genitourinary congenital anomalies
MAL004 2.4439399 1.1840279 Nervous system congenital anomalies
MAL005 2.1164362 0.9771755 Congenital malformations of eye, ear, face, neck
MAL006 0.6642237 0.4491315 Cleft lip or palate
MAL007 1.1557529 0.6964375 Respiratory congenital malformations
MAL008 1.6686484 0.8970346 Musculoskeletal congenital conditions
MAL009 5.3531706 2.2312477 Chromosomal abnormalities
MAL010 3.7816627 1.6540245 Other specified and unspecified congenital anomalies
MBD001 4.6414367 1.8221891 Schizophrenia spectrum and other psychotic disorders
MBD002 1.1643652 1.2220290 Depressive disorders
MBD003 2.7226454 2.3950705 Bipolar and related disorders
MBD004 4.5780618 3.5202743 Other specified and unspecified mood disorders
MBD005 1.9557347 2.1151915 Anxiety and fear-related disorders
MBD006 7.7721975 5.8689765 Obsessive-compulsive and related disorders
MBD007 1.4422004 1.4328210 Trauma- and stressor-related disorders
MBD008 6.0345880 3.9261235 Disruptive, impulse-control and conduct disorders
MBD009 1.8032722 1.5645308 Personality disorders
MBD010 1.7979867 3.5843806 Feeding and eating disorders
MBD011 2.6232051 1.8690420 Somatic disorders
MBD012 1.0194465 1.0322053 Suicidal ideation/attempt/intentional self-harm
MBD013 1.0497094 2.5213137 Miscellaneous mental and behavioral disorders/conditions
MBD014 NA NA Neurodevelopmental disorders
MBD017 0.3467100 0.1727823 Alcohol-related disorders
MBD018 0.2192109 0.2858300 Opioid-related disorders
MBD019 0.3045267 0.2743977 Cannabis-related disorders
MBD020 0.9904550 0.7646658 Sedative-related disorders
MBD021 0.2223404 0.2689505 Stimulant-related disorders
MBD022 0.2410501 0.0866483 Hallucinogen-related disorders
MBD023 2.0529432 0.7696055 Inhalant-related disorders
MBD024 0.2126007 0.3465101 Tobacco-related disorders
MBD025 0.1209155 0.2704747 Other specified substance-related disorders
MBD026 0.5517428 0.3840408 Mental and substance use disorders in remission
MBD027 4.1058863 2.7251606 Suicide attempt/intentional self-harm; subsequent encounter
MBD028 NA 3.4632249 Opioid-related disorders; subsequent encounter
MBD029 NA NA Stimulant-related disorders; subsequent encounter
MBD030 NA NA Cannabis-related disorders; subsequent encounter
MBD032 9.4751223 NA Sedative-related disorders; subsequent encounter
MBD034 5.1323579 1.7316124 Mental and substance use disorders; sequela
MUS001 0.2136628 0.3867924 Infective arthritis
MUS002 1.2041703 0.5215377 Osteomyelitis
MUS003 1.3244795 0.9595082 Rheumatoid arthritis and related disease
MUS004 1.6446628 1.1470554 Juvenile arthritis
MUS005 1.2442080 0.4776862 Other specified chronic arthropathy
MUS006 1.0494278 0.8284126 Osteoarthritis
MUS007 0.8536494 0.6427113 Other specified joint disorders
MUS008 NA 1.2352904 Immune-mediated/reactive arthropathies
MUS009 1.1792363 0.7607595 Tendon and synovial disorders
MUS010 0.7555220 0.6982158 Musculoskeletal pain, not low back pain
MUS011 1.0478655 0.6451275 Spondylopathies/spondyloarthropathy (including infective)
MUS012 0.8494937 0.4262431 Biomechanical lesions
MUS013 4.1354251 0.9553724 Osteoporosis
MUS014 2.3687806 0.9745758 Pathological fracture, initial encounter
MUS015 NA 0.5654245 Pathological fracture, subsequent encounter
MUS016 NA 3.0408804 Stress fracture, initial encounter
MUS017 NA 9.2352664 Stress fracture, subsequent encounter
MUS018 NA NA Atypical fracture, initial encounter
MUS020 NA 5.5411598 Pathological, stress and atypical fractures, sequela
MUS021 2.7180391 1.4764846 Acquired foot deformities
MUS022 1.9667757 1.1997178 Scoliosis and other postural dorsopathic deformities
MUS023 1.1764301 0.7584137 Acquired deformities (excluding foot)
MUS024 0.9414291 0.7260830 Systemic lupus erythematosus and connective tissue disorders
MUS025 1.6062147 0.7567788 Other specified connective tissue disease
MUS026 1.5854954 0.6531381 Muscle disorders
MUS027 5.1323579 1.0389675 Musculoskeletal abscess
MUS028 0.8933309 0.6585066 Other specified bone disease and musculoskeletal deformities
MUS029 0.4528551 0.5212083 Disorders of jaw
MUS030 0.3612217 0.3645500 Aseptic necrosis and osteonecrosis
MUS031 NA 1.3193238 Traumatic arthropathy
MUS032 NA NA Neurogenic/neuropathic arthropathy
MUS033 NA 0.8795492 Gout
MUS034 NA NA Crystal arthropathies (excluding gout)
MUS035 NA NA Osteomalacia
MUS036 NA 0.6596619 Autoinflammatory syndromes
MUS037 0.9827919 0.3395319 Postprocedural or postoperative musculoskeletal system complication
MUS038 0.5650302 0.3320269 Low back pain
NEO001 NA 0.1787471 Head and neck cancers - eye
NEO002 NA 0.5541160 Head and neck cancers - lip and oral cavity
NEO003 NA 10.3896747 Head and neck cancers - throat
NEO004 NA NA Head and neck cancers - salivary gland
NEO005 NA NA Head and neck cancers - nasopharyngeal
NEO006 NA 27.7057991 Head and neck cancers - hypopharyngeal
NEO007 12.3176590 8.3117397 Head and neck cancers - pharyngeal
NEO008 NA NA Head and neck cancers - laryngeal
NEO009 NA NA Head and neck cancers - tonsils
NEO010 NA NA Head and neck cancers - all other types
NEO011 NA 0.4983057 Cardiac cancers
NEO012 NA NA Gastrointestinal cancers - esophagus
NEO013 NA NA Gastrointestinal cancers - stomach
NEO014 NA NA Gastrointestinal cancers - small intestine
NEO015 NA 2.1131542 Gastrointestinal cancers - colorectal
NEO016 NA NA Gastrointestinal cancers - anus
NEO017 NA 0.1219177 Gastrointestinal cancers - liver
NEO018 NA NA Gastrointestinal cancers - bile duct
NEO019 NA NA Gastrointestinal cancers - gallbladder
NEO020 NA 0.8937355 Gastrointestinal cancers - peritoneum
NEO021 NA NA Gastrointestinal cancers - all other types
NEO022 NA 0.2784502 Respiratory cancers
NEO023 0.4763426 0.4056228 Bone cancer
NEO024 0.4453239 0.4625608 Sarcoma
NEO025 NA 0.8658062 Skin cancers - melanoma
NEO026 NA NA Skin cancers - basal cell carcinoma
NEO027 NA NA Skin cancers - squamous cell carcinoma
NEO028 NA NA Skin cancers - all other types
NEO029 NA NA Breast cancer - ductal carcinoma in situ (DCIS)
NEO030 NA NA Breast cancer - all other types
NEO031 NA NA Female reproductive system cancers - uterus
NEO032 NA NA Female reproductive system cancers - cervix
NEO033 1.0978306 NA Female reproductive system cancers - ovary
NEO034 NA NA Female reproductive system cancers - fallopian tube
NEO035 NA NA Female reproductive system cancers - endometrium
NEO036 NA NA Female reproductive system cancers - vulva
NEO037 NA NA Female reproductive system cancers - vagina
NEO038 NA NA Female reproductive system cancers - all other types
NEO039 NA NA Male reproductive system cancers - prostate
NEO040 NA 0.7735122 Male reproductive system cancers - testis
NEO041 NA NA Male reproductive system cancers - penis
NEO042 NA NA Male reproductive system cancers - all other types
NEO043 NA 1.2405582 Urinary system cancers - bladder
NEO044 NA NA Urinary system cancers - ureter and renal pelvis
NEO045 0.1072033 0.6029899 Urinary system cancers - kidney
NEO046 NA NA Urinary system cancers - urethra
NEO047 NA NA Urinary system cancers - all other types
NEO048 0.9508882 0.3834917 Nervous system cancers - brain
NEO049 0.2582318 0.2541816 Nervous system cancers - all other types
NEO050 0.6640247 1.7316124 Endocrine system cancers - thyroid
NEO051 NA NA Endocrine system cancers - pancreas
NEO052 NA NA Endocrine system cancers - thymus
NEO053 NA NA Endocrine system cancers - adrenocortical
NEO054 NA NA Endocrine system cancers - parathyroid
NEO055 4.5620959 NA Endocrine system cancers - pituitary gland
NEO056 0.4963939 0.2575846 Endocrine system cancers - all other types
NEO057 0.6936735 0.3763807 Hodgkin lymphoma
NEO058 0.4481477 0.3160057 Non-Hodgkin lymphoma
NEO059 0.4438296 0.3523583 Leukemia - acute lymphoblastic leukemia (ALL)
NEO060 0.4249911 0.3869525 Leukemia - acute myeloid leukemia (AML)
NEO061 NA NA Leukemia - chronic lymphocytic leukemia (CLL)
NEO062 NA 0.1799078 Leukemia - chronic myeloid leukemia (CML)
NEO064 0.9426780 0.3854720 Leukemia - all other types
NEO065 NA 6.0229998 Multiple myeloma
NEO066 2.6207785 NA Malignant neuroendocrine tumors
NEO067 NA NA Mesothelioma
NEO068 1.3388760 1.1789702 Myelodysplastic syndrome (MDS)
NEO069 0.5782938 0.6486307 Cancer of other sites
NEO070 0.3301689 0.4711463 Secondary malignancies
NEO071 NA 1.4711044 Malignant neoplasm, unspecified
NEO072 0.8469541 0.9502618 Neoplasms of unspecified nature or uncertain behavior
NEO073 1.3766658 0.9883633 Benign neoplasms
NEO074 0.5746964 0.4652049 Conditions due to neoplasm or the treatment of neoplasm
NVS001 0.5750541 0.4606199 Meningitis
NVS002 1.7908101 0.8119522 Encephalitis
NVS003 NA NA Other specified CNS infection and poliomyelitis
NVS004 17.5966557 4.8183998 Parkinson`s disease
NVS005 0.1730008 0.6044902 Multiple sclerosis
NVS006 2.7580337 1.5691957 Other specified hereditary and degenerative nervous system conditions
NVS007 3.6989376 1.2943995 Cerebral palsy
NVS008 1.3234055 0.5236345 Paralysis (other than cerebral palsy)
NVS009 5.3324549 2.8516099 Epilepsy; convulsions
NVS010 1.1231033 1.1526009 Headache; including migraine
NVS011 3.1232159 1.1978601 Neurocognitive disorders
NVS012 1.1197872 0.4363118 Transient cerebral ischemia
NVS013 1.0987010 0.8853084 Coma; stupor; and brain damage
NVS014 1.8834341 0.3326597 CNS abscess
NVS015 0.7750855 0.7486089 Polyneuropathies
NVS016 2.8807521 1.7751012 Sleep wake disorders
NVS017 0.8857377 0.5359943 Nerve and nerve root disorders
NVS018 1.1204662 1.3589314 Myopathies
NVS019 1.0142030 0.6522165 Nervous system pain and pain syndromes
NVS020 1.7772998 0.8639661 Other specified nervous system disorders
NVS021 0.8567151 0.7004275 Postprocedural or postoperative nervous system complication
NVS022 8.7983278 1.4486692 Sequela of specified nervous system conditions
PNL002 1.2317659 0.4295473 Short gestation; low birth weight; and fetal growth retardation
PNL003 NA NA Neonatal acidemia and hypoxia
PNL004 4.2474686 NA Neonatal cerebral disorders
PNL005 NA NA Respiratory distress syndrome
PNL006 2.0226041 0.7144762 Respiratory perinatal condition
PNL007 NA NA Hemolytic jaundice and perinatal jaundice
PNL008 NA NA Birth trauma
PNL009 NA 1.5392111 Perinatal infections
PNL010 9.1241918 6.5190115 Newborn affected by maternal conditions or complications of labor/delivery
PNL011 NA NA Hemorrhagic and hematologic disorders of newborn
PNL012 NA NA Neonatal digestive and feeding disorders
PNL013 1.0804964 0.6716557 Other specified and unspecified perinatal conditions
PNL014 NA 5.5411598 Neonatal abstinence syndrome
PNL015 9.1618951 5.8839120 Fetal alcohol syndrome
PRG001 NA NA Antenatal screening
PRG002 0.0213837 NA Gestational weeks
PRG003 NA NA Spontaneous abortion and complications of spontaneous abortion
PRG004 NA NA Induced abortion and complications of termination of pregnancy
PRG005 NA NA Ectopic pregnancy and complications of ectopic pregnancy
PRG006 NA NA Molar pregnancy and other abnormal products of conception
PRG007 NA NA Complications following ectopic and/or molar pregnancy
PRG008 0.0532224 NA Supervision of high-risk pregnancy
PRG009 NA NA Early, first or unspecified trimester hemorrhage
PRG010 0.0270322 NA Hemorrhage after first trimester
PRG011 0.0206482 NA Early or threatened labor
PRG012 NA NA Multiple gestation
PRG013 0.0480408 NA Maternal care related to fetal conditions
PRG014 0.0444922 NA Polyhydramnios and other problems of amniotic cavity
PRG015 NA NA Obstetric history affecting care in pregnancy
PRG016 NA NA Previous C-section
PRG017 0.0625579 NA Maternal care for abnormality of pelvic organs
PRG018 0.0278932 NA Maternal care related to disorders of the placenta and placental implantation
PRG019 0.0158856 NA Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG020 0.0350055 NA Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG021 0.0592480 NA Maternal intrauterine infection
PRG022 0.0163360 NA Prolonged pregnancy
PRG023 0.0341642 NA Complications specified during childbirth
PRG024 0.0362579 NA Malposition, disproportion or other labor complications
PRG025 NA NA Anesthesia complications during pregnancy
PRG026 0.0217765 NA OB-related trauma to perineum and vulva
PRG027 0.0295185 NA Complications specified during the puerperium
PRG028 0.0625449 NA Other specified complications in pregnancy
PRG029 0.0130849 NA Uncomplicated pregnancy, delivery or puerperium
PRG030 0.0216750 NA Maternal outcome of delivery
RSP001 1.3562765 0.8790073 Sinusitis
RSP002 0.9190126 0.5646829 Pneumonia (except that caused by tuberculosis)
RSP003 1.0564770 0.7830764 Influenza
RSP004 0.9612812 0.5732669 Acute and chronic tonsillitis
RSP005 0.3475411 0.1616455 Acute bronchitis
RSP006 0.9528400 0.6079016 Other specified upper respiratory infections
RSP007 1.5633200 1.0484609 Other specified and unspecified upper respiratory disease
RSP008 0.4905657 0.6184730 Chronic obstructive pulmonary disease and bronchiectasis
RSP009 1.1292055 0.8963724 Asthma
RSP010 1.8881083 1.1463493 Aspiration pneumonitis
RSP011 1.0229703 0.7242085 Pleurisy, pleural effusion and pulmonary collapse
RSP012 0.6912929 0.4032740 Respiratory failure; insufficiency; arrest
RSP013 0.4352530 0.8678925 Lung disease due to external agents
RSP014 0.7188024 0.3349053 Pneumothorax
RSP015 0.7845643 0.3420469 Mediastinal disorders
RSP016 0.9101078 0.5879595 Other specified and unspecified lower respiratory disease
RSP017 0.6575994 0.6110617 Postprocedural or postoperative respiratory system complication
SKN001 0.9372246 0.6133686 Skin and subcutaneous tissue infections
SKN002 1.3149286 1.0671960 Other specified inflammatory condition of skin
SKN003 3.2323754 0.7242339 Pressure ulcer of skin
SKN004 2.3753061 0.9648786 Non-pressure ulcer of skin
SKN005 1.7296034 0.6264029 Contact dermatitis
SKN006 1.8061084 0.4969650 Postprocedural or postoperative skin complication
SKN007 1.3222920 1.0194357 Other specified and unspecified skin disorders
SYM001 1.4028598 0.8627799 Syncope
SYM002 0.9297585 0.5850820 Fever
SYM003 0.8879370 0.7424209 Shock
SYM004 1.1796145 0.8459603 Nausea and vomiting
SYM005 1.9125758 1.0226462 Dysphagia
SYM006 1.0616543 0.8401602 Abdominal pain and other digestive/abdomen signs and symptoms
SYM007 1.1497310 1.0758063 Malaise and fatigue
SYM008 5.8558105 3.0361445 Symptoms of mental and substance use conditions
SYM009 NA 0.8658062 Abnormal findings related to substance use
SYM010 2.1434217 1.3367899 Nervous system signs and symptoms
SYM011 1.3346301 1.0076154 Genitourinary signs and symptoms
SYM012 0.9072769 0.7543325 Circulatory signs and symptoms
SYM013 0.8961395 0.5382760 Respiratory signs and symptoms
SYM014 1.2281220 0.7982097 Skin/Subcutaneous signs and symptoms
SYM015 2.0514566 1.4833131 General sensation/perception signs and symptoms
SYM016 3.7394210 2.0009279 Other general signs and symptoms
SYM017 1.4219796 0.8116032 Abnormal findings without diagnosis

Age- and Sex- specific SMR

21 by age and sex

For the following plot, if there is no column for one category, that means its SMR is < 1. If only one color appears for one category, that means the disappeared color has SMR < 1.

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_cat = col_character(),
##   age = col_character(),
##   sex = col_character(),
##   sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   FEMALE = col_double(),
##   count = col_double()
## )
## Joining, by = c("DXCCSR_cat", "age", "sex")Joining, by = c("age",
## "sex")Joining, by = c("DXCCSR_cat", "age", "sex")Joining, by = c("age",
## "sex")

DXCCSR_cat sex description 1~4 10~14 15~20 5~9
BLD female Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism 0.5937796 0.6886253 0.6907757 0.6910343
BLD male Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism 0.8128751 0.6287075 0.6706230 0.6891334
CIR female Diseases of the Circulatory System 0.6097734 0.8886119 1.0639955 0.9273175
CIR male Diseases of the Circulatory System 0.8192671 0.7636474 0.8123527 0.8464307
DIG female Diseases of the Digestive System 1.3191344 1.0361758 1.8503227 1.1893362
DIG male Diseases of the Digestive System 1.2371218 0.9115717 1.0228763 1.0702951
EAR female Diseases of the Ear and Mastoid Process 0.9596886 1.2363523 4.1701682 1.1808484
EAR male Diseases of the Ear and Mastoid Process 0.7537943 1.3830933 1.9580940 1.0620141
END female Endocrine, Nutritional and Metabolic Diseases 1.0489707 1.0769179 1.7544111 1.0935247
END male Endocrine, Nutritional and Metabolic Diseases 1.0682097 0.9665799 1.0320749 1.0785371
EXT female External Causes of Morbidity 0.8869240 0.5604315 1.4879087 2.0309036
EXT male External Causes of Morbidity 1.1768615 1.4743462 0.8103475 2.6691885
EYE female Diseases of the Eye and Adnexa 1.3653230 1.3811990 3.2045616 1.2106762
EYE male Diseases of the Eye and Adnexa 0.9881767 0.9314305 1.3124478 1.0131545
FAC female Factors Influencing Health Status and Contact with Health Services 1.0056462 1.0510025 1.1570027 1.1136822
FAC male Factors Influencing Health Status and Contact with Health Services 0.9766627 1.0752755 1.0590714 1.0944937
GEN female Diseases of the Genitourinary System 0.6753917 0.9584197 1.2309384 0.9492611
GEN male Diseases of the Genitourinary System 0.9095854 1.0088515 0.7653565 0.9793860
INF female Certain Infectious and Parasitic Diseases 0.6616896 0.8370281 1.1041717 0.7235154
INF male Certain Infectious and Parasitic Diseases 0.7129730 0.6966210 0.7438715 0.7581734
INJ female Injury, Poisoning and Certain Other Consequences of External Causes 0.9059756 0.7636469 1.6133395 0.9125684
INJ male Injury, Poisoning and Certain Other Consequences of External Causes 1.0786123 0.7327644 0.6497636 0.8815053
MAL female Congenital Malformations, Deformations and Chromosomal Abnormalities 1.1733109 1.9894089 4.7099231 1.8271525
MAL male Congenital Malformations, Deformations and Chromosomal Abnormalities 1.0149646 1.3542562 1.8799830 1.3149485
MBD female Mental, Behavioral and Neurodevelopmental Disorders 0.8264110 1.2500334 2.0976453 1.2875437
MBD male Mental, Behavioral and Neurodevelopmental Disorders 0.6352834 1.4270930 1.2656538 1.1698395
MUS female Diseases of the Musculoskeletal System and Connective Tissue 0.9173592 0.8769441 1.6828941 0.8048110
MUS male Diseases of the Musculoskeletal System and Connective Tissue 1.0228297 0.6423514 0.7102504 0.6971511
NEO female Neoplasms 0.5076618 0.4189215 0.9309491 0.4339273
NEO male Neoplasms 0.5441122 0.4333602 0.5625671 0.4903678
NVS female Diseases of the Nervous System 2.3731155 1.7660485 3.4942799 2.1271475
NVS male Diseases of the Nervous System 1.9277527 1.5491918 1.6487577 1.6601907
PNL female Certain Conditions Originating in the Perinatal Period 1.1848756 5.2476876 10.5227917 2.5828356
PNL male Certain Conditions Originating in the Perinatal Period 0.8508306 2.4462539 6.3852925 2.4944437
PRG female Pregnancy, Childbirth and the Puerperium NA NA 0.0442279 NA
RSP female Diseases of the Respiratory System 0.6641358 0.9000428 1.6637475 0.7717438
RSP male Diseases of the Respiratory System 0.7866791 0.8441867 0.8783602 0.8032777
SKN female Diseases of the Skin and Subcutaneous Tissue 0.6791330 0.9359412 2.0293484 0.8535714
SKN male Diseases of the Skin and Subcutaneous Tissue 0.9279156 0.7469215 1.0406732 0.8086163
SYM female Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified 1.1645131 1.2609638 2.1967053 1.2396683
SYM male Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified 1.1180053 1.1196056 1.1470965 1.1492624

540 by age and sex

I firstly show all of the data in plots. The red color indicates female while the blue color indicates males. It is in a mess but does not matter beacuse later we will structurally illustrate our findings in a more clear table.

## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   DXCCSR_sub = col_character(),
##   age = col_character(),
##   sex = col_character(),
##   sex_count = col_double()
## )
## Warning: Missing column names filled in: 'X1' [1]
## Parsed with column specification:
## cols(
##   X1 = col_double(),
##   AGE = col_character(),
##   FEMALE = col_double(),
##   count = col_double()
## )
## Joining, by = c("age", "sex")Joining, by = c("DXCCSR", "age",
## "sex")Joining, by = c("age", "sex")Joining, by = c("DXCCSR", "age", "sex")

DXCCSR sex description 1~4 10~14 15~20 5~9
BLD001 female Nutritional anemia 0.9559375 0.7195276 0.7677976 1.0991196
BLD001 male Nutritional anemia 0.9072632 0.8091411 1.0652138 0.9891308
BLD002 female Hemolytic anemia 0.7627035 0.8290853 0.5885087 0.2941653
BLD002 male Hemolytic anemia 0.7143075 0.6394913 0.8486281 0.8926043
BLD003 female Aplastic anemia 0.4896542 0.6111276 0.4924418 0.5249914
BLD003 male Aplastic anemia 0.5248563 0.6100729 0.6662269 0.4988132
BLD004 female Acute posthemorrhagic anemia NA 0.5996064 0.4065063 0.8254189
BLD004 male Acute posthemorrhagic anemia 0.7824238 0.4006785 0.3636691 0.6268397
BLD005 female Sickle cell trait/anemia 0.3869271 0.0774358 0.2829819 0.4579964
BLD005 male Sickle cell trait/anemia 0.5990571 0.1432296 0.1529805 0.3749214
BLD006 female Coagulation and hemorrhagic disorders 0.4719016 0.7693597 1.1850683 0.9037706
BLD006 male Coagulation and hemorrhagic disorders 0.7968155 0.8279809 0.9154690 0.8282735
BLD007 female Diseases of white blood cells 0.6996249 0.7271052 1.3699230 0.5819805
BLD007 male Diseases of white blood cells 0.9065274 0.6166252 0.5957084 0.7436485
BLD008 female Immunity disorders 0.3505406 1.8608661 3.2837814 0.9897641
BLD008 male Immunity disorders 1.1682152 1.1471288 1.3652256 0.9295171
BLD009 male Postprocedural or postoperative complications of the spleen NA NA 4.3753941 NA
BLD009 female Postprocedural or postoperative complications of the spleen NA NA NA NA
BLD010 female Other specified and unspecified hematologic conditions 1.7469183 0.8326241 2.8087916 0.8968065
BLD010 male Other specified and unspecified hematologic conditions NA 0.6273234 0.6242070 0.4970017
CIR001 female Chronic rheumatic heart disease 0.7382374 0.6854937 1.0119479 0.4189626
CIR001 male Chronic rheumatic heart disease 0.2772193 0.6743727 0.4400540 1.2879745
CIR002 female Acute rheumatic heart disease NA 1.7241206 9.6488057 NA
CIR002 male Acute rheumatic heart disease 7.7621410 0.7174178 1.8562278 NA
CIR003 female Nonrheumatic and unspecified valve disorders 0.5048319 1.1651054 1.1552468 1.6929511
CIR003 male Nonrheumatic and unspecified valve disorders 0.8009343 0.7075546 0.9857210 1.0033393
CIR004 female Endocarditis and endocardial disease 1.5753460 0.8620603 1.6595946 1.6590920
CIR004 male Endocarditis and endocardial disease 1.1941755 0.2107415 0.2871352 0.6509119
CIR005 female Myocarditis and cardiomyopathy 0.3794382 1.1404540 1.5623798 0.1855808
CIR005 male Myocarditis and cardiomyopathy 0.9350189 0.7965032 0.7799429 1.3367307
CIR006 female Pericarditis and pericardial disease 1.0857769 1.2643551 0.2058029 0.5317603
CIR006 male Pericarditis and pericardial disease 0.9240644 1.0312880 0.6914633 0.5539132
CIR007 female Essential hypertension 0.8851442 1.0099878 1.3540287 1.1476642
CIR007 male Essential hypertension 0.7542944 0.8503066 0.9516447 0.9011855
CIR008 female Hypertension with complications and secondary hypertension 0.2090506 0.7643457 0.1858643 0.7364815
CIR008 male Hypertension with complications and secondary hypertension 1.1592368 0.8204691 0.5104626 0.7264176
CIR009 female Acute myocardial infarction NA 9.4826635 NA NA
CIR009 male Acute myocardial infarction 23.2864231 NA 0.3329104 13.4521786
CIR010 female Complications of acute myocardial infarction NA NA NA NA
CIR010 male Complications of acute myocardial infarction NA 8.4296586 NA NA
CIR011 female Coronary atherosclerosis and other heart disease NA NA 1.0530422 NA
CIR011 male Coronary atherosclerosis and other heart disease 1.7464817 0.2218331 0.4331198 1.0620141
CIR012 female Nonspecific chest pain NA 0.2650434 0.2207691 0.2468887
CIR012 male Nonspecific chest pain 1.4863674 0.3131762 0.3315005 0.5411796
CIR013 female Acute pulmonary embolism NA NA 0.4779938 NA
CIR013 male Acute pulmonary embolism NA 0.4179996 0.1923854 0.5453586
CIR014 female Pulmonary heart disease 1.0565194 0.7586131 1.5957640 1.3026419
CIR014 male Pulmonary heart disease 0.5746356 0.7928887 0.6041895 0.8260110
CIR015 female Other and ill-defined heart disease NA 0.5596326 1.5281718 1.3212337
CIR015 male Other and ill-defined heart disease 0.7092312 0.5886046 0.7647381 0.8049841
CIR016 female Conduction disorders 1.1513132 1.1314542 1.4968754 1.5419071
CIR016 male Conduction disorders 1.2936902 0.9939734 1.0859791 1.3599773
CIR017 female Cardiac dysrhythmias 0.4649242 0.8119712 2.4550216 0.9780285
CIR017 male Cardiac dysrhythmias 0.5080674 0.6276478 1.1013218 0.8623191
CIR018 female Cardiac arrest and ventricular fibrillation 0.5298461 0.7758543 1.8439940 0.3160175
CIR018 male Cardiac arrest and ventricular fibrillation 0.5124152 0.5232202 0.8210238 1.2167800
CIR019 female Heart failure 0.2136062 1.1183485 0.9595251 0.3382451
CIR019 male Heart failure 0.7658142 0.7365721 0.5581368 0.9662833
CIR020 female Cerebral infarction NA 0.4343205 4.4255855 0.4354572
CIR020 male Cerebral infarction NA 1.2878645 0.9486474 0.4323915
CIR021 female Acute hemorrhagic cerebrovascular disease 1.7213536 NA 0.5251882 0.7752767
CIR021 male Acute hemorrhagic cerebrovascular disease 0.9345722 0.3933841 0.8704159 0.7790837
CIR022 female Sequela of hemorrhagic cerebrovascular disease NA 1.7779994 3.7044522 1.5361963
CIR022 male Sequela of hemorrhagic cerebrovascular disease NA 0.6021185 0.7656940 1.0089134
CIR023 female Occlusion or stenosis of precerebral or cerebral arteries without infarction NA 1.3877069 3.8775574 1.5361963
CIR023 male Occlusion or stenosis of precerebral or cerebral arteries without infarction 3.0373595 0.4112029 0.7292324 1.0907172
CIR024 female Other and ill-defined cerebrovascular disease 3.0420474 1.2690553 1.7791537 0.4982258
CIR024 male Other and ill-defined cerebrovascular disease 0.5415447 0.2152253 0.6194378 1.0033393
CIR025 female Sequela of cerebral infarction and other cerebrovascular disease NA 1.2301834 4.2836143 1.5534570
CIR025 male Sequela of cerebral infarction and other cerebrovascular disease 1.5186798 0.9543010 1.3961372 0.4585970
CIR026 female Peripheral and visceral vascular disease NA 0.9946850 2.8548072 2.9626644
CIR026 male Peripheral and visceral vascular disease 0.4784881 1.0691274 1.1715536 1.1288542
CIR027 female Arterial dissections NA NA NA NA
CIR027 male Arterial dissections NA NA 0.1570654 NA
CIR028 female Gangrene 1.1921537 1.1266531 2.5145372 NA
CIR028 male Gangrene 0.9314569 1.2373811 0.6781054 1.3018237
CIR029 female Aortic; peripheral; and visceral artery aneurysms NA 1.3546662 NA NA
CIR029 male Aortic; peripheral; and visceral artery aneurysms NA 0.5619772 0.4554314 1.2611417
CIR030 female Aortic and peripheral arterial embolism or thrombosis 2.4850528 NA NA NA
CIR030 male Aortic and peripheral arterial embolism or thrombosis NA 0.2309496 0.2822835 NA
CIR031 female Hypotension 0.5406703 0.8889997 1.8779764 0.9023811
CIR031 male Hypotension 0.7386002 0.8707201 0.9566274 1.2875657
CIR032 female Other specified and unspecified circulatory disease 1.3468607 0.9289140 0.8808888 0.6869946
CIR032 male Other specified and unspecified circulatory disease 0.7634893 0.7212542 0.2146806 0.2910327
CIR033 female Acute phlebitis; thrombophlebitis and thromboembolism 0.5159028 1.2020278 1.5381808 0.8475566
CIR033 male Acute phlebitis; thrombophlebitis and thromboembolism 0.9072632 0.5482705 0.4596718 1.2958521
CIR034 female Chronic phlebitis; thrombophlebitis and thromboembolism NA 1.4223995 NA 3.9502192
CIR034 male Chronic phlebitis; thrombophlebitis and thromboembolism 1.0915511 NA 0.4640570 0.4293248
CIR035 female Varicose veins of lower extremity NA NA NA NA
CIR035 male Varicose veins of lower extremity NA NA NA NA
CIR036 female Postthrombotic syndrome and venous insufficiency/hypertension NA NA 0.6757307 2.3285502
CIR036 male Postthrombotic syndrome and venous insufficiency/hypertension 0.8029801 0.5747495 0.2759258 0.9891308
CIR037 female Vasculitis 0.1585254 0.2866296 1.7883562 0.5014527
CIR037 male Vasculitis 0.9303293 0.4050286 0.7077843 0.7312399
CIR038 female Postprocedural or postoperative circulatory system complication 0.6946407 NA 1.7432716 0.3372138
CIR038 male Postprocedural or postoperative circulatory system complication 0.7762141 0.5690909 0.6823016 0.3420045
CIR039 female Other specified diseases of veins and lymphatics 0.3886316 0.5338765 1.0638427 0.4932269
CIR039 male Other specified diseases of veins and lymphatics 0.4680688 0.3694660 0.6589989 0.5124079
DIG001 female Intestinal infection 1.1374512 1.1836126 2.4673310 1.2167055
DIG001 male Intestinal infection 1.0981115 0.8046320 0.7380183 0.9973095
DIG002 female Disorders of teeth and gingiva 1.0618179 1.6983875 1.6638540 0.6892611
DIG002 male Disorders of teeth and gingiva 1.8337319 1.2569074 0.8207721 1.1097451
DIG003 female Diseases of mouth; excluding dental 0.4657131 0.9171082 1.9682099 0.8033566
DIG003 male Diseases of mouth; excluding dental 0.9842634 0.7832657 0.9618996 0.7408645
DIG004 female Esophageal disorders 1.6140766 1.6691280 2.5424160 1.9484589
DIG004 male Esophageal disorders 1.3881810 1.3573478 1.7815019 1.7065188
DIG005 female Gastroduodenal ulcer 3.2673842 0.6733252 0.8210395 2.4398412
DIG005 male Gastroduodenal ulcer 1.8145265 1.0086771 1.1300318 0.8496113
DIG006 female Gastrointestinal and biliary perforation 2.2620352 0.8620603 1.9208271 1.2568879
DIG006 male Gastrointestinal and biliary perforation 0.6848948 0.8346197 0.7721284 0.9171940
DIG007 female Gastritis and duodenitis 1.5048081 1.0094448 1.1436016 1.2776286
DIG007 male Gastritis and duodenitis 1.6817972 0.7358577 1.0720934 0.7573613
DIG008 female Other specified and unspecified disorders of stomach and duodenum 2.4920727 2.0104587 3.0009360 2.5011438
DIG008 male Other specified and unspecified disorders of stomach and duodenum 1.7249202 1.6275844 1.7530197 2.1168403
DIG009 female Appendicitis and other appendiceal conditions 0.1511900 0.2428961 0.2184334 0.3040558
DIG009 male Appendicitis and other appendiceal conditions 0.8294636 0.2392595 0.2724072 0.3312805
DIG010 female Abdominal hernia 1.2803973 0.3694544 0.5147626 1.5457379
DIG010 male Abdominal hernia 0.5230727 0.8429659 1.1799219 0.5775533
DIG011 female Regional enteritis and ulcerative colitis 4.7686148 0.2443386 1.2360436 0.7151259
DIG011 male Regional enteritis and ulcerative colitis 1.8546709 0.5380633 0.5918408 0.5695479
DIG012 female Intestinal obstruction and ileus 1.1274041 1.3218258 2.9696222 1.3460612
DIG012 male Intestinal obstruction and ileus 1.0836256 1.0777646 1.0574719 1.1747622
DIG013 female Diverticulosis and diverticulitis NA 9.4826635 NA NA
DIG013 male Diverticulosis and diverticulitis NA 1.5805610 NA NA
DIG014 female Hemorrhoids NA 0.8491937 0.8175343 0.8641104
DIG014 male Hemorrhoids 3.0373595 1.2968706 0.8732966 0.8968119
DIG015 female Anal and rectal conditions NA 0.9833873 1.1205905 0.8743568
DIG015 male Anal and rectal conditions 1.1313242 0.9283765 0.8577791 1.2449317
DIG016 female Peritonitis and intra-abdominal abscess 0.5526664 0.3660318 0.4835649 0.4433795
DIG016 male Peritonitis and intra-abdominal abscess 0.7700348 0.2776056 0.3840917 0.3818110
DIG017 female Biliary tract disease 0.4313906 0.4349241 0.4591703 0.7789165
DIG017 male Biliary tract disease 0.8979341 0.3380314 0.5611764 0.6318873
DIG018 female Hepatic failure NA 0.4343205 1.8237303 0.5475551
DIG018 male Hepatic failure 1.4112984 0.2741352 0.6719070 0.9171940
DIG019 female Other specified and unspecified liver disease NA 0.5523882 0.8858145 0.4150324
DIG019 male Other specified and unspecified liver disease 0.5398707 0.6975096 0.9680076 0.5613738
DIG020 female Pancreatic disorders (excluding diabetes) 0.6451142 0.5150184 1.0739975 1.2534694
DIG020 male Pancreatic disorders (excluding diabetes) 0.9244138 0.8061421 0.7015776 0.6692290
DIG021 female Gastrointestinal hemorrhage 0.7938751 0.8777057 2.3122181 0.8023883
DIG021 male Gastrointestinal hemorrhage 1.0522735 0.9744499 1.0541287 1.3237852
DIG022 female Noninfectious gastroenteritis 1.5558972 1.2026793 1.3738366 1.0309493
DIG022 male Noninfectious gastroenteritis 1.2592492 0.7419123 0.7221853 1.0990342
DIG023 female Noninfectious hepatitis NA 1.0785968 2.1386528 NA
DIG023 male Noninfectious hepatitis NA 0.4475925 0.7786718 1.1464925
DIG024 female Postprocedural or postoperative digestive system complication 1.0908114 1.0941535 3.1949179 0.9089605
DIG024 male Postprocedural or postoperative digestive system complication 0.4933177 1.1004776 1.0943914 1.2147880
DIG025 female Other specified and unspecified gastrointestinal disorders 2.1012596 1.5001813 3.1887642 1.7797793
DIG025 male Other specified and unspecified gastrointestinal disorders 1.7452109 1.5904262 1.7619396 1.5991943
EAR001 female Otitis media 0.8182892 0.9711974 5.2685542 1.0712459
EAR001 male Otitis media 0.5693229 1.3003804 2.2664542 0.9899471
EAR002 female Diseases of middle ear and mastoid (except otitis media) 1.0471142 0.5989051 3.2798312 0.9087359
EAR002 male Diseases of middle ear and mastoid (except otitis media) 1.4315424 0.6371254 0.9911896 0.7091404
EAR003 female Diseases of inner ear and related conditions NA 2.1883070 2.5931165 NA
EAR003 male Diseases of inner ear and related conditions NA 0.4322902 0.5020944 NA
EAR004 female Hearing loss 1.7444509 1.4410336 4.4979156 1.3543609
EAR004 male Hearing loss 1.4692485 1.5278756 2.0292982 1.2693204
EAR005 female Postprocedural or postoperative ear and/or mastoid process complication NA NA NA NA
EAR005 male Postprocedural or postoperative ear and/or mastoid process complication NA NA NA 2.2420298
EAR006 female Other specified and unspecified disorders of the ear 0.6550944 0.8063997 2.9848823 1.7870039
EAR006 male Other specified and unspecified disorders of the ear 2.2513241 1.2020904 1.9539965 1.1001449
END001 female Thyroid disorders 1.2642904 1.6139178 3.5571980 1.8481745
END001 male Thyroid disorders 1.0841857 1.9153396 2.4283565 1.3171193
END002 female Diabetes mellitus without complication NA 1.4457873 1.1097314 0.6695287
END002 male Diabetes mellitus without complication 0.8571689 0.7278621 1.6058182 1.1650270
END003 female Diabetes mellitus with complication 0.6140560 0.5417709 0.5738948 0.4941785
END003 male Diabetes mellitus with complication 0.9790088 0.4300348 0.4618599 0.7803243
END004 female Diabetes mellitus, Type 1 0.5759698 0.5749181 0.3911678 0.4695745
END004 male Diabetes mellitus, Type 1 1.0226426 0.4081275 0.4678226 0.7816424
END005 female Diabetes mellitus, Type 2 NA 1.7010139 3.3152888 NA
END005 male Diabetes mellitus, Type 2 NA 0.9885812 1.6794031 1.5741911
END006 female Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type NA 0.3971796 0.8980490 1.8683469
END006 male Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type NA 0.4907078 0.6406616 1.0260136
END007 female Nutritional deficiencies 1.3738278 1.1741217 3.0605547 1.1996327
END007 male Nutritional deficiencies 0.8934839 1.2558151 1.5619883 1.4621933
END008 female Malnutrition 1.7614517 0.8473430 2.6673129 1.5209153
END008 male Malnutrition 0.9152950 0.9797547 0.8915713 1.0272573
END009 female Obesity 2.1715538 1.3529132 1.6509787 1.1545526
END009 male Obesity 2.7943708 1.2089746 1.7481051 1.4424757
END010 female Disorders of lipid metabolism NA 1.7401696 2.5859334 0.9659925
END010 male Disorders of lipid metabolism 0.3838421 1.5500080 1.6133909 1.1210149
END011 female Fluid and electrolyte disorders 0.9832245 0.9310329 1.4002449 1.0248792
END011 male Fluid and electrolyte disorders 1.0466676 0.7979686 0.6965156 1.0153372
END012 female Cystic fibrosis NA 0.1901286 1.7313676 0.2993400
END012 male Cystic fibrosis 1.6856124 0.7054865 0.4640570 0.5369567
END013 female Pituitary disorders 0.8585827 1.4048390 5.9174623 0.8653396
END013 male Pituitary disorders 0.6841495 1.1667933 1.3297766 1.3281308
END014 female Postprocedural or postoperative endocrine or metabolic complication NA 1.9619304 1.6595946 NA
END014 male Postprocedural or postoperative endocrine or metabolic complication 3.5521662 0.5352164 0.8688726 NA
END015 female Other specified and unspecified endocrine disorders 1.4044875 1.4059962 3.2094832 2.1464661
END015 male Other specified and unspecified endocrine disorders 1.3798263 1.1401818 1.2649051 1.5074923
END016 female Other specified and unspecified nutritional and metabolic disorders 1.1134709 1.0233490 2.1067426 0.9585432
END016 male Other specified and unspecified nutritional and metabolic disorders 0.9926717 1.0394466 0.9784128 1.0040629
END017 female Sequela of malnutrition and other nutritional deficiencies NA NA NA NA
END017 male Sequela of malnutrition and other nutritional deficiencies NA NA NA NA
EXT002 female External cause codes: drowning/submersion; initial encounter 0.9094781 NA NA 0.7575763
EXT002 male External cause codes: drowning/submersion; initial encounter 0.8316580 1.7935444 1.4245469 1.6956528
EXT004 female External cause codes: fire/burn; initial encounter 2.6334141 NA NA NA
EXT004 male External cause codes: fire/burn; initial encounter NA 2.6974908 1.4584647 4.6565234
EXT011 female External cause codes: natural/environment; initial encounter NA NA NA NA
EXT011 male External cause codes: natural/environment; initial encounter NA NA 6.1255518 6.7260893
EXT012 female External cause codes: bites; initial encounter NA NA NA 2.7651534
EXT012 male External cause codes: bites; initial encounter NA 0.4958623 NA 0.6958023
EXT013 male External cause codes: overexertion; initial encounter NA NA NA NA
EXT013 female External cause codes: overexertion; initial encounter NA NA NA NA
EXT014 female External cause codes: poisoning by drug 0.6583535 0.4551678 1.1765189 3.1011066
EXT014 male External cause codes: poisoning by drug 1.2509236 1.1954039 0.5845789 3.8434796
EXT015 female External cause codes: poisoning by non-drug 2.8806326 1.6102636 1.6865799 1.4553439
EXT015 male External cause codes: poisoning by non-drug 1.4785031 1.1920729 0.6694592 1.9087551
EXT017 female External cause codes: suffocation/inhalation; initial encounter NA 0.8127997 1.5481293 1.2568879
EXT017 male External cause codes: suffocation/inhalation; initial encounter 1.1890939 1.7746650 0.8277773 1.8343880
EXT018 female External cause codes: other specified, classifiable and NEC; initial encounter 0.7275825 1.7047485 8.8843393 1.8434356
EXT018 male External cause codes: other specified, classifiable and NEC; initial encounter 1.2530811 2.5641547 5.4368803 2.5018877
EXT019 male External cause codes: unspecified mechanism 69.8592693 1.1707859 0.8948349 NA
EXT019 female External cause codes: unspecified mechanism NA 0.6170931 2.5790125 NA
EXT020 female External cause codes: intent of injury, accidental/unintentional 0.8124011 1.2407223 2.6449127 2.1015166
EXT020 male External cause codes: intent of injury, accidental/unintentional 1.2555584 1.8457096 0.9780762 2.7870536
EXT021 female External cause codes: intent of injury, self-harm NA 0.4277893 1.1931768 NA
EXT021 male External cause codes: intent of injury, self-harm 23.2864231 1.0280072 0.6873632 0.8968119
EXT022 female External cause codes: intent of injury, assault 1.3784277 1.1853329 8.7809237 3.6067218
EXT022 male External cause codes: intent of injury, assault 0.8861641 3.6528521 5.5686834 3.5400470
EXT023 female External cause codes: intent of injury, undetermined 0.8244801 0.5219815 NA 0.6144785
EXT023 male External cause codes: intent of injury, undetermined 0.9389687 1.4660276 0.4244031 1.8205956
EYE001 female Cornea and external disease 0.9687783 1.3933710 2.7618993 0.7315221
EYE001 male Cornea and external disease 0.7837869 0.5478656 0.8247377 0.6986366
EYE002 female Cataract and other lens disorders NA 1.4223995 9.1521760 1.4946775
EYE002 male Cataract and other lens disorders 1.3697896 1.5905016 2.7486450 0.6840091
EYE003 female Glaucoma NA 4.3766139 4.6793080 NA
EYE003 male Glaucoma 1.2936902 2.4976766 1.7884823 0.8407612
EYE004 female Uveitis and ocular inflammation NA NA NA 2.3042945
EYE004 male Uveitis and ocular inflammation NA 0.9498207 1.0124879 0.4203806
EYE005 female Retinal and vitreous conditions 1.8379036 0.9251379 4.7767936 0.9141003
EYE005 male Retinal and vitreous conditions 0.7552353 1.3933320 2.0597616 1.4809738
EYE006 female Neuro-ophthalmology 1.0596922 1.1993883 2.4993894 0.7428770
EYE006 male Neuro-ophthalmology 0.6782453 0.9043312 0.7800636 0.8985234
EYE007 female Strabismus 2.6156687 3.2260608 5.3420426 1.7016329
EYE007 male Strabismus 1.7663532 0.6844595 1.7501577 0.8667641
EYE008 female Oculofacial plastics and orbital conditions NA 0.3067169 1.0450847 0.6985651
EYE008 male Oculofacial plastics and orbital conditions 0.6135695 0.3099139 1.1630795 0.5484794
EYE009 female Refractive error 3.7015122 2.4108467 0.8071958 2.0609839
EYE009 male Refractive error 1.8779373 1.3240302 2.4567721 1.7959715
EYE010 female Blindness and vision defects 1.4267284 1.3000426 2.5900813 1.5269182
EYE010 male Blindness and vision defects 1.4192628 1.0446775 1.3591404 1.1498935
EYE011 female Postprocedural or postoperative eye complication NA NA NA NA
EYE011 male Postprocedural or postoperative eye complication NA NA NA NA
EYE012 female Other specified eye disorders 1.4678764 0.8297331 4.1215097 1.2762247
EYE012 male Other specified eye disorders 0.6182236 0.7068896 1.1945304 1.1350276
FAC001 female Encounter for administrative purposes NA NA NA NA
FAC001 male Encounter for administrative purposes NA NA NA NA
FAC002 female Encounter for mental health services related to abuse NA NA NA NA
FAC002 male Encounter for mental health services related to abuse NA 0.5108884 6.8061687 1.2611417
FAC003 female Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) 6.3581530 NA 1.9570691 6.9128835
FAC003 male Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders) 6.6289818 2.6225605 1.6119873 5.3598524
FAC004 female Encounter for prophylactic or other procedures NA NA NA NA
FAC004 male Encounter for prophylactic or other procedures NA 0.5108884 0.8277773 NA
FAC005 female Encounter for prophylactic measures (excludes immunization) 88.2193732 NA NA NA
FAC005 male Encounter for prophylactic measures (excludes immunization) NA NA NA NA
FAC006 female Encounter for antineoplastic therapies 0.3088193 0.4660970 1.0172201 0.3741509
FAC006 male Encounter for antineoplastic therapies 0.2999607 0.4449138 0.7251558 0.4443095
FAC007 female Encounter for mental health conditions NA 0.9176771 6.1375539 NA
FAC007 male Encounter for mental health conditions NA 2.4672172 1.0097063 NA
FAC008 female Neoplasm-related encounters NA NA NA NA
FAC008 male Neoplasm-related encounters NA 1.9834491 1.3921709 2.0178268
FAC009 female Implant, device or graft related encounter 0.6683286 0.8706101 1.8379334 1.0029510
FAC009 male Implant, device or graft related encounter 0.8188960 0.7808795 0.8937005 0.7677944
FAC010 female Other aftercare encounter 0.5442281 0.8873685 2.6375536 1.1127378
FAC010 male Other aftercare encounter 0.4815508 0.8346197 0.6963583 0.8206473
FAC011 female Counseling related to sexual behavior or orientation NA 8.1279973 NA NA
FAC011 male Counseling related to sexual behavior or orientation NA NA NA NA
FAC012 female Other specified encounters and counseling 1.1513132 0.9206469 1.7249112 0.8747410
FAC012 male Other specified encounters and counseling 0.6082275 0.8884458 0.8932269 0.7595747
FAC013 female Contraceptive and procreative management NA 1.5804439 0.5961187 NA
FAC013 male Contraceptive and procreative management NA NA NA NA
FAC014 female Medical examination/evaluation NA 0.1877755 0.4268505 NA
FAC014 male Medical examination/evaluation NA 0.4201699 0.7893752 0.7955590
FAC015 female Resistance to antimicrobial drugs NA 0.5268146 0.3308602 NA
FAC015 male Resistance to antimicrobial drugs 1.3230922 0.6881354 0.4056657 0.1269073
FAC016 female Exposure, encounters, screening or contact with infectious disease 0.9108867 0.7861275 0.2918585 0.5738321
FAC016 male Exposure, encounters, screening or contact with infectious disease 0.6325839 0.7587452 0.6051750 0.8702476
FAC017 female No immunization or underimmunization 0.3718414 1.5838282 0.5229187 0.9191646
FAC017 male No immunization or underimmunization 0.5940414 1.3536678 0.9934637 0.9569076
FAC018 female Screening for neurocognitive or neurodevelopmental condition NA NA NA NA
FAC018 male Screening for neurocognitive or neurodevelopmental condition NA NA NA NA
FAC019 female Socioeconomic/psychosocial factors 2.1715538 1.1717368 2.2966306 1.5609737
FAC019 male Socioeconomic/psychosocial factors 1.3919655 1.8682718 1.5099009 2.3651402
FAC020 female Lifestyle/life management factors 12.0299145 1.1494138 0.9235092 6.2313316
FAC020 male Lifestyle/life management factors 4.0303425 1.1940026 0.4678509 5.4688764
FAC021 female Personal/family history of disease 0.8703670 1.0481047 1.5438804 1.0880264
FAC021 male Personal/family history of disease 1.0373686 1.1322563 1.1065189 1.1599405
FAC022 female Acquired absence of limb or organ 1.0378750 0.1340832 0.7775098 0.3902434
FAC022 male Acquired absence of limb or organ 0.6579212 0.6758209 0.5272231 0.8501592
FAC023 female Organ transplant status 0.5761265 1.2643551 1.3305787 1.0779412
FAC023 male Organ transplant status 0.8060685 0.5648740 0.6635432 0.7546746
FAC024 female Carrier status 2.7568554 0.4235433 0.0421666 0.5914767
FAC024 male Carrier status 1.1267624 1.4773629 0.1879004 1.1441286
FAC025 female Other specified status 1.0355431 1.1127016 1.7050870 1.2192657
FAC025 male Other specified status 0.9969747 1.0976252 1.1186198 1.1192355
GEN001 female Nephritis; nephrosis; renal sclerosis NA 0.3967642 0.8193101 0.0788917
GEN001 male Nephritis; nephrosis; renal sclerosis 1.0426757 0.4995353 0.2640324 0.5753882
GEN002 female Acute and unspecified renal failure 0.3150692 0.7604236 1.3312875 1.0201950
GEN002 male Acute and unspecified renal failure 1.4792605 0.7859822 0.5161124 0.9165722
GEN003 female Chronic kidney disease 0.4512500 1.1570359 1.2031554 0.9611496
GEN003 male Chronic kidney disease 0.9569763 0.8259230 0.6317037 0.6108655
GEN004 female Urinary tract infections 0.5553378 0.9037345 1.0530080 0.8170092
GEN004 male Urinary tract infections 0.8074187 1.0436208 0.8787643 0.8185910
GEN005 female Calculus of urinary tract NA 0.5820561 0.8879951 0.2821585
GEN005 male Calculus of urinary tract 1.1546987 0.7006470 0.9347790 0.2491144
GEN006 female Other specified and unspecified diseases of kidney and ureters 0.6427641 0.6485104 1.1289759 0.6855752
GEN006 male Other specified and unspecified diseases of kidney and ureters 0.9208164 0.7852285 0.5362436 0.6783729
GEN007 female Other specified and unspecified diseases of bladder and urethra 0.4005420 0.6354362 1.9366494 0.9231832
GEN007 male Other specified and unspecified diseases of bladder and urethra 0.4191556 0.7003101 0.6760181 0.8780795
GEN008 female Urinary incontinence 3.7943816 2.4615764 9.2746503 2.3604968
GEN008 male Urinary incontinence 3.4929635 2.3295075 4.1667998 2.0917456
GEN009 female Hematuria 0.4141755 0.6232737 1.2799436 0.8193047
GEN009 male Hematuria 0.6423841 0.5096015 0.6509619 0.7008371
GEN010 female Proteinuria NA 0.7263317 0.3928964 0.6663020
GEN010 male Proteinuria 0.4421473 0.6379201 0.3828470 0.7133731
GEN011 female Vesicoureteral reflux 0.9001977 0.5651919 5.2235441 0.7341115
GEN011 male Vesicoureteral reflux 0.4995895 1.3040356 0.8750788 1.1353501
GEN012 male Hyperplasia of prostate NA NA NA NA
GEN013 male Inflammatory conditions of male genital organs 0.3484253 0.7628650 0.7072129 0.3104349
GEN014 male Erectile dysfunction NA NA NA NA
GEN015 male Male infertility NA NA NA NA
GEN016 male Other specified male genital disorders 0.5549280 0.5888765 0.5221931 0.6715430
GEN017 female Nonmalignant breast conditions NA NA 0.8629340 NA
GEN017 male Nonmalignant breast conditions NA 2.3415718 1.9888155 2.2420298
GEN018 female Inflammatory diseases of female pelvic organs 0.6559061 0.8208618 0.5498830 0.8961145
GEN019 female Endometriosis NA NA 0.3082456 NA
GEN020 female Prolapse of female genital organs NA NA NA NA
GEN021 female Menstrual disorders NA 0.9680436 2.0554612 NA
GEN022 female Benign ovarian cyst NA 0.4592501 0.7122316 NA
GEN023 female Menopausal disorders NA NA 3.5767124 NA
GEN024 female Female infertility NA 1.1379196 1.6595946 NA
GEN025 female Other specified female genital disorders 1.7297916 0.8542024 1.1495259 1.0870382
GEN026 female Postprocedural or postoperative genitourinary system complication NA 2.9177426 1.5366616 NA
GEN026 male Postprocedural or postoperative genitourinary system complication 0.5726170 0.5682916 0.3258272 1.1530439
INF001 female Tuberculosis NA NA NA 4.4242455
INF001 male Tuberculosis NA NA 0.1950813 NA
INF002 female Septicemia 0.7340492 0.7667922 0.9402698 0.7835857
INF002 male Septicemia 0.8419950 0.7942696 0.7903656 0.6783516
INF003 female Bacterial infections 0.6010674 0.7969671 1.1485878 0.6222698
INF003 male Bacterial infections 0.7484059 0.6610080 0.7254170 0.6633663
INF004 female Fungal infections 0.0915139 1.0908756 2.5451165 0.9951709
INF004 male Fungal infections 0.9717136 0.8930296 1.2372580 0.9271096
INF005 female Foodborne intoxications NA NA NA NA
INF005 male Foodborne intoxications NA NA 0.6005443 2.0178268
INF006 female HIV infection NA 1.1611425 NA NA
INF006 male HIV infection NA NA 0.1242505 NA
INF007 female Hepatitis NA 0.5523882 0.2446336 2.1001165
INF007 male Hepatitis 0.6074719 0.8690370 0.1953301 0.9277365
INF008 female Viral infection 0.7235262 0.7227755 0.7995844 0.8303596
INF008 male Viral infection 0.6738715 0.6806459 0.6302179 0.7810609
INF009 female Parasitic, other specified and unspecified infections 0.6241937 0.7397094 1.6273894 0.9900805
INF009 male Parasitic, other specified and unspecified infections 1.2029886 0.6214171 0.5205851 0.8444008
INF010 female Sexually transmitted infections (excluding HIV and hepatitis) NA 0.3178546 0.0272744 NA
INF010 male Sexually transmitted infections (excluding HIV and hepatitis) NA NA NA 1.6815223
INF011 female Sequela of specified infectious disease conditions 4.0099715 8.6206032 NA 4.4840326
INF011 male Sequela of specified infectious disease conditions 3.8810705 1.7561789 1.0938485 1.1869569
INJ001 female Fracture of head and neck, initial encounter 0.7020109 0.2789019 0.7550476 0.4808962
INJ001 male Fracture of head and neck, initial encounter 1.3102923 0.3627355 0.2535952 0.5879449
INJ002 female Fracture of the spine and back, initial encounter NA 0.6910443 1.0263417 0.9453516
INJ002 male Fracture of the spine and back, initial encounter 3.3802872 0.3987001 0.1664552 0.2726793
INJ003 female Fracture of torso, initial encounter NA NA 0.7382538 1.1521473
INJ003 male Fracture of torso, initial encounter 4.0615854 0.6909556 0.1009484 0.4729282
INJ004 female Fracture of the upper limb, initial encounter 1.0328122 0.2263766 0.9066841 0.2508708
INJ004 male Fracture of the upper limb, initial encounter 1.2364472 0.2301009 0.2782597 0.2668201
INJ005 female Fracture of the lower limb (except hip), initial encounter 0.6595841 0.7922852 0.9164428 0.7484626
INJ005 male Fracture of the lower limb (except hip), initial encounter 0.4446095 0.2689422 0.2093117 0.4954867
INJ006 female Fracture of the neck of the femur (hip), initial encounter NA 1.6983875 2.7117558 0.6284440
INJ006 male Fracture of the neck of the femur (hip), initial encounter NA 1.0789963 0.7672925 1.5968413
INJ007 female Dislocations, initial encounter NA 2.8096781 0.9219970 0.8379253
INJ007 male Dislocations, initial encounter 2.7943708 0.3665069 0.2445330 0.4638682
INJ008 female Traumatic brain injury (TBI); concussion, initial encounter 0.9912289 0.3022363 0.7375039 0.8977771
INJ008 male Traumatic brain injury (TBI); concussion, initial encounter 1.5277375 0.3425385 0.2458857 0.7427583
INJ009 female Spinal cord injury (SCI), initial encounter NA 2.0319993 2.2306379 NA
INJ009 male Spinal cord injury (SCI), initial encounter NA NA 0.2916929 1.5521745
INJ010 female Internal organ injury, initial encounter 2.6334141 0.4751230 0.4910043 0.6313136
INJ010 male Internal organ injury, initial encounter 0.7572821 0.3282345 0.1080043 0.1888341
INJ011 female Open wounds of head and neck, initial encounter 2.1945118 0.8491937 2.2136361 0.7373742
INJ011 male Open wounds of head and neck, initial encounter 1.8488275 0.8768439 0.6810151 0.8262653
INJ012 female Open wounds to limbs, initial encounter NA 0.6434117 2.6686101 0.5097057
INJ012 male Open wounds to limbs, initial encounter 2.1041949 0.7781223 0.6760181 1.0467113
INJ013 female Open wounds of trunk, initial encounter NA NA 1.4609107 NA
INJ013 male Open wounds of trunk, initial encounter NA 0.3831663 0.2217617 1.5723326
INJ014 female Amputation of a limb, initial encounter NA 2.8447991 NA NA
INJ014 male Amputation of a limb, initial encounter NA 0.6568565 0.2510472 0.2802537
INJ015 male Amputation of other body parts, initial encounter NA NA 2.7843417 NA
INJ015 female Amputation of other body parts, initial encounter NA NA NA NA
INJ016 female Injury to blood vessels, initial encounter NA NA NA NA
INJ016 male Injury to blood vessels, initial encounter NA 0.2479311 0.2591912 NA
INJ017 female Superficial injury; contusion, initial encounter 1.2105574 2.1503993 3.0753943 1.5199575
INJ017 male Superficial injury; contusion, initial encounter 3.1583308 1.3240302 1.2643404 1.7594130
INJ018 female Crushing injury, initial encounter NA 6.3217757 NA NA
INJ018 male Crushing injury, initial encounter NA 0.3746515 0.3347296 NA
INJ019 female Burn and corrosion, initial encounter 0.1306954 0.5727783 2.2210848 0.8132804
INJ019 male Burn and corrosion, initial encounter 0.4922333 0.3145395 0.3165660 0.7723739
INJ020 female Effect of foreign body entering opening, initial encounter 0.2433638 1.6102636 7.0597937 1.1286340
INJ020 male Effect of foreign body entering opening, initial encounter 1.4604725 2.5357510 4.6985767 2.0744014
INJ021 female Effect of other external causes, initial encounter 0.7413393 1.8158292 1.1854247 1.0951103
INJ021 male Effect of other external causes, initial encounter 1.3799362 0.6834858 0.6111970 1.4675104
INJ022 female Poisoning by drugs, initial encounter 0.6583535 0.4551678 1.1765189 3.1011066
INJ022 male Poisoning by drugs, initial encounter 1.2509236 1.1954039 0.5845789 3.8434796
INJ023 female Toxic effects, initial encounter 2.2334019 0.7829722 1.1888213 1.7839699
INJ023 male Toxic effects, initial encounter 1.1088773 1.0625620 0.7282690 1.4654608
INJ024 female Sprains and strains, initial encounter NA NA NA 1.7282209
INJ024 male Sprains and strains, initial encounter NA 0.8500496 0.2573761 0.4293248
INJ025 female Injury to nerves, muscles and tendons, initial encounter NA 0.7902220 NA NA
INJ025 male Injury to nerves, muscles and tendons, initial encounter 1.1643212 0.2357946 0.4275449 0.9608699
INJ026 female Other specified injury NA 2.7093324 0.9058922 1.1060614
INJ026 male Other specified injury 2.3030528 1.0406986 0.3841566 0.8586497
INJ027 female Other unspecified injury 3.6254537 0.8259094 2.0296713 1.4180274
INJ027 male Other unspecified injury 0.9657963 1.1270853 0.7575047 0.6878955
INJ028 female Adverse effects of drugs and medicaments, initial encounter 1.9624128 1.2054233 3.0205201 1.9593087
INJ028 male Adverse effects of drugs and medicaments, initial encounter 2.3419706 1.7074825 2.3645073 2.0601331
INJ029 female Underdosing of drugs and medicaments, initial encounter 12.6027676 3.1608878 4.3444884 6.1447854
INJ029 male Underdosing of drugs and medicaments, initial encounter 4.1093688 1.8732575 1.9808998 4.1543493
INJ030 female Drug induced or toxic related condition 0.6341015 1.1096055 1.5539275 0.9535012
INJ030 male Drug induced or toxic related condition 0.8429474 1.0051262 0.8539643 1.3007196
INJ031 female Allergic reactions 0.9174585 0.7696293 2.2267470 0.9431531
INJ031 male Allergic reactions 1.1920144 1.0276155 1.5397499 0.8794402
INJ032 female Maltreatment/abuse 1.3856446 1.1379196 5.4058455 3.7706637
INJ032 male Maltreatment/abuse 0.8899270 3.8451074 8.0599366 3.6032621
INJ033 female Complication of cardiovascular device, implant or graft, initial encounter 1.0502306 1.2980072 1.5179219 1.6265608
INJ033 male Complication of cardiovascular device, implant or graft, initial encounter 0.7796793 1.0302916 1.1779907 1.5694208
INJ034 female Complication of genitourinary device, implant or graft, initial encounter NA NA 2.6596067 1.7282209
INJ034 male Complication of genitourinary device, implant or graft, initial encounter NA 1.7291607 0.6005443 2.4607644
INJ035 female Complication of internal orthopedic device or implant, initial encounter 3.0954166 0.4277893 2.7153053 0.8014937
INJ035 male Complication of internal orthopedic device or implant, initial encounter NA 0.7893995 0.5152333 0.4560061
INJ036 female Complication of transplanted organs or tissue, initial encounter 0.9165649 0.5243869 1.0877493 0.7416120
INJ036 male Complication of transplanted organs or tissue, initial encounter 1.0602587 0.6322244 0.2730558 0.7906845
INJ037 female Complication of other surgical or medical care, injury, initial encounter 1.0928076 1.0442933 1.5597693 1.2778629
INJ037 male Complication of other surgical or medical care, injury, initial encounter 0.9942299 1.0110658 1.2722460 0.9873801
INJ038 female Fracture of head and neck, subsequent encounter NA NA 3.2413957 NA
INJ038 male Fracture of head and neck, subsequent encounter NA 1.4049431 0.1646654 NA
INJ039 female Fracture of the spine and back, subsequent encounter NA NA 4.2050538 NA
INJ039 male Fracture of the spine and back, subsequent encounter 23.2864231 NA 0.1424547 NA
INJ040 female Fracture of torso, subsequent encounter NA NA NA NA
INJ040 male Fracture of torso, subsequent encounter NA NA NA NA
INJ041 female Fracture of the upper limb, subsequent encounter NA NA 6.9926738 1.7839699
INJ041 male Fracture of the upper limb, subsequent encounter 3.4929635 0.2161451 0.7470185 1.4077861
INJ042 female Fracture of lower limb (except hip), subsequent encounter NA 1.1379196 1.9663443 NA
INJ042 male Fracture of lower limb (except hip), subsequent encounter NA 0.4112029 0.6610308 NA
INJ043 male Fracture of the neck of the femur (hip), subsequent encounter NA NA 0.8277773 NA
INJ043 female Fracture of the neck of the femur (hip), subsequent encounter NA NA NA NA
INJ044 female Dislocations, subsequent encounter NA NA NA NA
INJ044 male Dislocations, subsequent encounter NA NA NA 3.3630447
INJ045 female Traumatic brain injury (TBI); concussion, subsequent encounter NA NA NA 2.1270411
INJ045 male Traumatic brain injury (TBI); concussion, subsequent encounter 1.6246342 0.2081397 0.2790684 0.5173915
INJ046 female Spinal cord injury (SCI), subsequent encounter NA NA NA NA
INJ046 male Spinal cord injury (SCI), subsequent encounter NA NA 0.5671807 NA
INJ047 male Internal organ injury, subsequent encounter NA NA 0.2640324 4.0356536
INJ047 female Internal organ injury, subsequent encounter NA NA NA NA
INJ048 female Open wounds of head and neck, subsequent encounter NA 28.4479905 9.4295146 7.9004383
INJ048 male Open wounds of head and neck, subsequent encounter NA 4.5979956 3.1413086 NA
INJ049 female Open wounds to limbs, subsequent encounter NA 2.1470182 1.8358347 NA
INJ049 male Open wounds to limbs, subsequent encounter NA 1.9834491 1.9851325 3.6687760
INJ050 female Open wounds of trunk, subsequent encounter NA NA NA NA
INJ050 male Open wounds of trunk, subsequent encounter NA 4.2148293 NA NA
INJ051 female Amputation of a limb, subsequent encounter NA NA NA NA
INJ051 male Amputation of a limb, subsequent encounter NA NA NA NA
INJ052 male Amputation of other body parts, subsequent encounter NA NA NA NA
INJ053 male Injury to blood vessels, subsequent encounter NA NA NA NA
INJ053 female Injury to blood vessels, subsequent encounter NA NA NA NA
INJ054 female Superficial injury; contusion, subsequent encounter NA 3.1608878 9.0195357 NA
INJ054 male Superficial injury; contusion, subsequent encounter NA 3.5493300 5.7788224 8.0713072
INJ055 male Crushing injury, subsequent encounter NA NA NA NA
INJ056 female Burns and corrosion, subsequent encounter NA NA NA 3.4564418
INJ056 male Burns and corrosion, subsequent encounter NA 0.7024716 NA 1.8343880
INJ057 female Effect of foreign body entering opening, subsequent encounter NA NA NA 18.4343561
INJ057 male Effect of foreign body entering opening, subsequent encounter NA 16.8593173 NA NA
INJ058 female Effect of other external causes, subsequent encounter NA NA NA NA
INJ058 male Effect of other external causes, subsequent encounter NA NA NA NA
INJ059 female Poisoning by drugs, subsequent encounter NA 1.9286773 6.6207230 NA
INJ059 male Poisoning by drugs, subsequent encounter NA 3.6127108 1.8751689 NA
INJ060 female Toxic effects, subsequent encounter NA NA NA NA
INJ060 male Toxic effects, subsequent encounter NA 16.8593173 NA 10.0891340
INJ061 female Sprains and strains, subsequent encounter NA 8.1279973 NA NA
INJ061 male Sprains and strains, subsequent encounter NA NA 4.8359619 NA
INJ062 female Injury to nerves, muscles and tendons, subsequent encounter NA NA NA NA
INJ062 male Injury to nerves, muscles and tendons, subsequent encounter NA NA NA NA
INJ063 female Other specified injury, subsequent encounter NA NA NA NA
INJ063 male Other specified injury, subsequent encounter NA NA 1.8016329 20.1782679
INJ064 female Other unspecified injuries, subsequent encounter NA NA NA NA
INJ064 male Other unspecified injuries, subsequent encounter NA NA 5.1046265 NA
INJ065 female Adverse effects of drugs and medicaments, subsequent encounter NA NA 8.2979729 NA
INJ065 male Adverse effects of drugs and medicaments, subsequent encounter NA NA NA 4.6565234
INJ066 female Underdosing of drugs and medicaments, subsequent encounter NA NA NA NA
INJ066 male Underdosing of drugs and medicaments, subsequent encounter NA NA 61.2555179 NA
INJ067 male Allergic reactions, subsequent encounter NA NA NA NA
INJ067 female Allergic reactions, subsequent encounter NA NA NA NA
INJ068 female Maltreatment/abuse, subsequent encounter NA 2.5861810 29.6356174 NA
INJ068 male Maltreatment/abuse, subsequent encounter NA 3.3718635 30.6277590 2.2420298
INJ069 male Complication of cardiovascular device, implant or graft, subsequent encounter NA NA NA 6.7260893
INJ069 female Complication of cardiovascular device, implant or graft, subsequent encounter NA NA NA NA
INJ070 female Complication of genitourinary device, implant or graft, subsequent encounter NA NA NA NA
INJ070 male Complication of genitourinary device, implant or graft, subsequent encounter NA NA NA NA
INJ071 female Complication of internal orthopedic device or implant, subsequent encounter NA NA NA NA
INJ071 male Complication of internal orthopedic device or implant, subsequent encounter NA NA NA NA
INJ072 female Complication of other surgical or medical care, injury, subsequent encounter NA NA NA 3.4564418
INJ072 male Complication of other surgical or medical care, injury, subsequent encounter NA 0.6484353 2.3559815 0.8407612
INJ073 female Injury, sequela NA 1.0344724 1.7144572 NA
INJ073 male Injury, sequela 1.8145265 0.4863265 0.6315002 1.2611417
INJ074 female Effect of other external causes, sequela NA NA 12.9655826 NA
INJ074 male Effect of other external causes, sequela 6.3508427 NA 3.0627759 3.7834252
INJ075 female Poisoning/toxic effect/adverse effects/underdosing, sequela NA 3.7930654 5.3192134 NA
INJ075 male Poisoning/toxic effect/adverse effects/underdosing, sequela NA 10.1155904 0.9281139 4.3239146
INJ076 female Complication, sequela NA NA NA 9.2171780
INJ076 male Complication, sequela NA NA NA NA
MAL001 female Cardiac and circulatory congenital anomalies 0.9025699 2.2101326 5.4306105 1.9350577
MAL001 male Cardiac and circulatory congenital anomalies 1.0826477 1.5108738 1.8948691 1.5588938
MAL002 female Digestive congenital anomalies 0.9712225 0.8153883 3.7560462 0.9875548
MAL002 male Digestive congenital anomalies 0.4748294 0.8736621 1.0841685 0.7533220
MAL003 female Genitourinary congenital anomalies 0.3598955 1.3749316 0.6197803 0.7876327
MAL003 male Genitourinary congenital anomalies 0.6047519 0.8971013 1.1879232 0.8818266
MAL004 female Nervous system congenital anomalies 1.4840642 1.5403311 4.3909002 1.6142909
MAL004 male Nervous system congenital anomalies 0.9334220 1.2201265 1.5179939 1.0910725
MAL005 female Congenital malformations of eye, ear, face, neck 0.9318948 1.5557495 5.8319086 1.1581794
MAL005 male Congenital malformations of eye, ear, face, neck 1.3886399 1.2461235 1.0684102 0.7760872
MAL006 female Cleft lip or palate NA 0.8787024 2.6825343 0.2814406
MAL006 male Cleft lip or palate 0.2922982 0.8079545 0.7629691 0.2855415
MAL007 female Respiratory congenital malformations 0.7556263 1.0536293 4.0876714 1.1426254
MAL007 male Respiratory congenital malformations 0.5823628 1.3586263 2.0314330 1.2649063
MAL008 female Musculoskeletal congenital conditions 1.3724708 1.2440128 2.2789672 0.9569748
MAL008 male Musculoskeletal congenital conditions 1.0178172 0.8231605 0.9289757 0.9936875
MAL009 female Chromosomal abnormalities 1.5984901 4.2933556 16.2547568 3.5199622
MAL009 male Chromosomal abnormalities 1.1033729 2.6507135 4.6924920 1.9628336
MAL010 female Other specified and unspecified congenital anomalies 1.4366862 2.8547112 7.4569291 2.4740846
MAL010 male Other specified and unspecified congenital anomalies 0.9973111 1.5575251 2.7779884 1.6012587
MBD001 female Schizophrenia spectrum and other psychotic disorders NA 3.4851413 6.7271770 4.2323777
MBD001 male Schizophrenia spectrum and other psychotic disorders 9.3145692 3.2182016 1.6270044 3.0827909
MBD002 female Depressive disorders NA 0.7723537 1.6647894 0.8758404
MBD002 male Depressive disorders NA 1.2091207 1.0953555 1.5681059
MBD003 female Bipolar and related disorders 35.2877493 2.2898408 3.6801128 4.0607148
MBD003 male Bipolar and related disorders 19.9597912 2.4766073 2.0753360 3.8324192
MBD004 female Other specified and unspecified mood disorders NA 2.6175167 6.0467291 3.0978897
MBD004 male Other specified and unspecified mood disorders 6.4985367 2.6009779 3.2082457 2.5036751
MBD005 female Anxiety and fear-related disorders 6.0701404 1.3454600 2.5137887 2.3643413
MBD005 male Anxiety and fear-related disorders 3.3410955 2.0374284 1.6807848 2.6117262
MBD006 female Obsessive-compulsive and related disorders 5.6915725 3.9980960 11.0769956 8.9597150
MBD006 male Obsessive-compulsive and related disorders 18.8082648 4.0649687 5.9020604 4.9703822
MBD007 female Trauma- and stressor-related disorders 2.6733143 0.8149586 2.1497339 0.8887993
MBD007 male Trauma- and stressor-related disorders 1.7611580 1.1742505 1.3036965 1.1586740
MBD008 female Disruptive, impulse-control and conduct disorders 14.2707810 2.8366478 8.8685584 4.1573374
MBD008 male Disruptive, impulse-control and conduct disorders 9.6516096 2.6907639 3.8321265 2.9019938
MBD009 female Personality disorders NA 1.1515678 2.8339025 4.0965236
MBD009 male Personality disorders 7.7621410 2.7693979 1.2997175 4.1273730
MBD010 female Feeding and eating disorders 5.6915725 0.8134453 2.3908166 5.4695342
MBD010 male Feeding and eating disorders 8.9658955 2.2919348 2.9441904 5.7055792
MBD011 female Somatic disorders NA 1.5071783 4.3090364 0.7900438
MBD011 male Somatic disorders 7.7621410 1.6637484 1.3007929 1.4160188
MBD012 female Suicidal ideation/attempt/intentional self-harm NA 0.6825883 1.3857786 0.9875548
MBD012 male Suicidal ideation/attempt/intentional self-harm 4.3662043 1.2462996 0.7976217 1.2079739
MBD013 female Miscellaneous mental and behavioral disorders/conditions 18.5724996 1.2943162 1.3344093 5.0275517
MBD013 male Miscellaneous mental and behavioral disorders/conditions 3.1048564 2.0845577 2.4108597 2.0950114
MBD014 female Neurodevelopmental disorders NA NA NA NA
MBD014 male Neurodevelopmental disorders NA NA NA NA
MBD017 female Alcohol-related disorders NA 0.2506431 0.5529654 NA
MBD017 male Alcohol-related disorders NA 0.2736902 0.1804082 NA
MBD018 female Opioid-related disorders NA 0.1772460 0.3011968 1.3012487
MBD018 male Opioid-related disorders 1.0747580 0.4052720 0.2643504 0.9429097
MBD019 female Cannabis-related disorders NA 0.1312177 0.5171457 NA
MBD019 male Cannabis-related disorders NA 0.2049765 0.3009278 NA
MBD020 female Sedative-related disorders NA 1.0654678 0.7171973 10.3693253
MBD020 male Sedative-related disorders 5.4201157 1.9757012 0.4660275 8.3345020
MBD021 female Stimulant-related disorders 1.7297916 0.3490551 0.2342926 5.0275517
MBD021 male Stimulant-related disorders 0.4817881 0.8224057 0.2360171 3.1652185
MBD022 female Hallucinogen-related disorders NA NA 0.4330884 NA
MBD022 male Hallucinogen-related disorders NA NA 0.0980873 NA
MBD023 male Inhalant-related disorders NA NA 0.9987313 NA
MBD023 female Inhalant-related disorders NA NA 4.1489864 NA
MBD024 female Tobacco-related disorders NA 0.3200899 0.3379730 NA
MBD024 male Tobacco-related disorders NA 0.8246405 0.3598020 3.1043489
MBD025 female Other specified substance-related disorders NA 0.1890232 0.1473810 6.9128835
MBD025 male Other specified substance-related disorders NA 1.2229557 0.2185587 1.9217398
MBD026 female Mental and substance use disorders in remission NA 1.0735091 0.7426587 NA
MBD026 male Mental and substance use disorders in remission NA 1.6859317 0.3164025 NA
MBD027 female Suicide attempt/intentional self-harm; subsequent encounter NA 1.8965327 6.9536085 NA
MBD027 male Suicide attempt/intentional self-harm; subsequent encounter NA 3.8906117 1.9142349 NA
MBD028 male Opioid-related disorders; subsequent encounter NA 8.4296586 NA NA
MBD028 female Opioid-related disorders; subsequent encounter NA NA NA NA
MBD029 female Stimulant-related disorders; subsequent encounter NA NA NA NA
MBD029 male Stimulant-related disorders; subsequent encounter NA NA NA NA
MBD030 male Cannabis-related disorders; subsequent encounter NA NA NA NA
MBD032 female Sedative-related disorders; subsequent encounter NA NA 20.7449322 NA
MBD032 male Sedative-related disorders; subsequent encounter NA NA NA NA
MBD034 female Mental and substance use disorders; sequela NA 7.1119976 NA NA
MBD034 male Mental and substance use disorders; sequela NA NA NA NA
MUS001 female Infective arthritis NA NA 0.7740646 0.1621791
MUS001 male Infective arthritis 0.6279485 0.3242176 0.3767914 0.3124953
MUS002 female Osteomyelitis 0.7305952 0.6703503 3.1806540 0.3916648
MUS002 male Osteomyelitis 0.5509406 0.2892530 0.3462268 0.7885760
MUS003 female Rheumatoid arthritis and related disease NA 4.0639986 0.3764960 2.5137758
MUS003 male Rheumatoid arthritis and related disease NA 0.4322902 1.3072824 NA
MUS004 female Juvenile arthritis NA 0.5064924 2.7882973 1.5291171
MUS004 male Juvenile arthritis 2.2060822 0.9483366 1.0982065 0.8269782
MUS005 female Other specified chronic arthropathy 58.8129155 NA NA NA
MUS005 male Other specified chronic arthropathy NA NA 0.7656940 NA
MUS006 female Osteoarthritis NA NA 1.7097472 1.8746803
MUS006 male Osteoarthritis 2.4949739 0.5268537 0.9008164 0.5765219
MUS007 female Other specified joint disorders 1.8621504 0.1989370 1.5046188 0.4158125
MUS007 male Other specified joint disorders 0.7849356 0.4482536 0.7000631 0.5765219
MUS008 female Immune-mediated/reactive arthropathies NA NA NA NA
MUS008 male Immune-mediated/reactive arthropathies 3.1048564 0.5438489 NA 1.8343880
MUS009 female Tendon and synovial disorders 0.6838711 1.0735091 1.4853173 0.6381123
MUS009 male Tendon and synovial disorders 1.5260520 0.7330138 0.5889954 0.6625700
MUS010 female Musculoskeletal pain, not low back pain 0.3190574 0.6462260 0.9129085 0.4278767
MUS010 male Musculoskeletal pain, not low back pain 1.6437475 0.6199026 0.5699277 0.6400452
MUS011 female Spondylopathies/spondyloarthropathy (including infective) 1.6763776 1.0036777 0.7218139 1.1060614
MUS011 male Spondylopathies/spondyloarthropathy (including infective) 0.9209320 0.6393280 0.4703450 0.9393979
MUS012 female Biomechanical lesions NA NA 1.6865799 NA
MUS012 male Biomechanical lesions NA NA 0.8059937 NA
MUS013 female Osteoporosis NA 1.3877069 8.5147110 1.3167397
MUS013 male Osteoporosis NA 0.5813558 1.2571095 0.3668776
MUS014 female Pathological fracture, initial encounter NA 3.2824604 NA 0.7276720
MUS014 male Pathological fracture, initial encounter 1.1643212 0.7493030 1.2761566 0.5657458
MUS015 female Pathological fracture, subsequent encounter NA NA NA NA
MUS015 male Pathological fracture, subsequent encounter NA 1.5326652 NA NA
MUS016 female Stress fracture, initial encounter NA NA NA NA
MUS016 male Stress fracture, initial encounter 15.5242821 1.7746650 1.5706543 4.0356536
MUS017 female Stress fracture, subsequent encounter NA NA NA NA
MUS017 male Stress fracture, subsequent encounter NA 8.4296586 10.2092530 NA
MUS018 female Atypical fracture, initial encounter NA NA NA NA
MUS020 female Pathological, stress and atypical fractures, sequela NA NA NA NA
MUS020 male Pathological, stress and atypical fractures, sequela NA NA NA NA
MUS021 female Acquired foot deformities NA 1.4465080 5.0597396 1.2088102
MUS021 male Acquired foot deformities 3.1397424 1.1521174 1.1264150 1.4820197
MUS022 female Scoliosis and other postural dorsopathic deformities 0.6658066 1.0412461 3.1477574 0.8094927
MUS022 male Scoliosis and other postural dorsopathic deformities 0.4744263 0.9285180 1.3844531 0.5169639
MUS023 female Acquired deformities (excluding foot) 0.5900961 0.7274372 1.4208858 0.5957243
MUS023 male Acquired deformities (excluding foot) 0.7471580 0.6688999 0.6879977 0.5230383
MUS024 female Systemic lupus erythematosus and connective tissue disorders 0.4988843 0.3352457 1.4458414 1.1749944
MUS024 male Systemic lupus erythematosus and connective tissue disorders 0.8743914 0.7560232 0.8933096 0.8059793
MUS025 female Other specified connective tissue disease 0.8564988 1.3809704 1.4077375 2.5722357
MUS025 male Other specified connective tissue disease 1.5281715 0.4782785 0.6369245 1.1029921
MUS026 female Muscle disorders 1.4274979 1.1288885 2.0438357 0.8458116
MUS026 male Muscle disorders 0.9242682 0.7850236 0.4545636 0.7792986
MUS027 female Musculoskeletal abscess NA NA NA 13.8257671
MUS027 male Musculoskeletal abscess NA 1.4049431 0.6806169 2.2420298
MUS028 female Other specified bone disease and musculoskeletal deformities 1.2925915 0.5693978 1.1437592 0.2952121
MUS028 male Other specified bone disease and musculoskeletal deformities 0.2253525 0.3987749 0.8408444 0.5130068
MUS029 female Disorders of jaw 1.6261636 0.3109070 0.4939270 0.3579487
MUS029 male Disorders of jaw 1.0087981 0.6208814 0.4408140 0.5279198
MUS030 female Aseptic necrosis and osteonecrosis NA 0.2517521 0.5952635 NA
MUS030 male Aseptic necrosis and osteonecrosis NA 0.3468995 0.3117329 0.5173915
MUS031 female Traumatic arthropathy NA NA NA NA
MUS031 male Traumatic arthropathy NA NA NA 10.0891340
MUS032 female Neurogenic/neuropathic arthropathy NA NA NA NA
MUS032 male Neurogenic/neuropathic arthropathy NA NA NA NA
MUS033 male Gout NA NA 1.0746582 NA
MUS033 female Gout NA NA NA NA
MUS034 female Crystal arthropathies (excluding gout) NA NA NA NA
MUS034 male Crystal arthropathies (excluding gout) NA NA NA NA
MUS035 female Osteomalacia NA NA NA NA
MUS035 male Osteomalacia NA NA NA NA
MUS036 female Autoinflammatory syndromes NA NA NA NA
MUS036 male Autoinflammatory syndromes NA NA 2.5523132 NA
MUS037 female Postprocedural or postoperative musculoskeletal system complication NA 0.5805712 0.9973525 1.1521473
MUS037 male Postprocedural or postoperative musculoskeletal system complication NA 0.1894305 0.3704971 0.4804350
MUS038 female Low back pain NA 0.5219815 0.7557352 0.3545068
MUS038 male Low back pain 1.2044702 0.3215674 0.3252505 0.1517163
NEO001 female Head and neck cancers - eye NA NA NA NA
NEO001 male Head and neck cancers - eye 0.6717237 NA NA NA
NEO002 female Head and neck cancers - lip and oral cavity NA NA NA NA
NEO002 male Head and neck cancers - lip and oral cavity NA NA 0.9008164 1.0620141
NEO003 male Head and neck cancers - throat NA 12.6444880 NA NA
NEO004 female Head and neck cancers - salivary gland NA NA NA NA
NEO004 male Head and neck cancers - salivary gland NA NA NA NA
NEO005 female Head and neck cancers - nasopharyngeal NA NA NA NA
NEO005 male Head and neck cancers - nasopharyngeal NA NA NA NA
NEO006 male Head and neck cancers - hypopharyngeal NA 16.8593173 NA NA
NEO006 female Head and neck cancers - hypopharyngeal NA NA NA NA
NEO007 female Head and neck cancers - pharyngeal NA NA NA 18.4343561
NEO007 male Head and neck cancers - pharyngeal NA 7.2254217 NA NA
NEO008 female Head and neck cancers - laryngeal NA NA NA NA
NEO008 male Head and neck cancers - laryngeal NA NA NA NA
NEO009 female Head and neck cancers - tonsils NA NA NA NA
NEO010 female Head and neck cancers - all other types NA NA NA NA
NEO010 male Head and neck cancers - all other types NA NA NA NA
NEO011 female Cardiac cancers NA NA NA NA
NEO011 male Cardiac cancers NA 1.5805610 0.4138886 NA
NEO012 male Gastrointestinal cancers - esophagus NA NA NA NA
NEO013 female Gastrointestinal cancers - stomach NA NA NA NA
NEO013 male Gastrointestinal cancers - stomach NA NA NA NA
NEO014 female Gastrointestinal cancers - small intestine NA NA NA NA
NEO014 male Gastrointestinal cancers - small intestine NA NA NA NA
NEO015 female Gastrointestinal cancers - colorectal NA NA NA NA
NEO015 male Gastrointestinal cancers - colorectal NA NA 2.9639767 NA
NEO016 female Gastrointestinal cancers - anus NA NA NA NA
NEO017 female Gastrointestinal cancers - liver NA NA NA NA
NEO017 male Gastrointestinal cancers - liver NA NA 1.4940370 NA
NEO018 male Gastrointestinal cancers - bile duct NA NA NA NA
NEO018 female Gastrointestinal cancers - bile duct NA NA NA NA
NEO019 male Gastrointestinal cancers - gallbladder NA NA NA NA
NEO020 female Gastrointestinal cancers - peritoneum NA NA NA NA
NEO020 male Gastrointestinal cancers - peritoneum NA 1.8732575 NA 1.4413049
NEO021 female Gastrointestinal cancers - all other types NA NA NA NA
NEO021 male Gastrointestinal cancers - all other types NA NA NA NA
NEO022 female Respiratory cancers NA NA NA NA
NEO022 male Respiratory cancers NA NA 1.0041888 NA
NEO023 female Bone cancer NA 0.3734223 0.7143572 0.0574876
NEO023 male Bone cancer 0.2320906 0.3103871 0.4126828 0.2597203
NEO024 female Sarcoma NA 0.7751496 NA NA
NEO024 male Sarcoma 0.3091118 0.4422116 0.6290061 0.3489038
NEO025 female Skin cancers - melanoma NA NA NA NA
NEO025 male Skin cancers - melanoma NA NA 1.6119873 NA
NEO026 male Skin cancers - basal cell carcinoma NA NA NA NA
NEO026 female Skin cancers - basal cell carcinoma NA NA NA NA
NEO027 male Skin cancers - squamous cell carcinoma NA NA NA NA
NEO028 female Skin cancers - all other types NA NA NA NA
NEO028 male Skin cancers - all other types NA NA NA NA
NEO029 female Breast cancer - ductal carcinoma in situ (DCIS) NA NA NA NA
NEO030 female Breast cancer - all other types NA NA NA NA
NEO031 female Female reproductive system cancers - uterus NA NA NA NA
NEO032 female Female reproductive system cancers - cervix NA NA NA NA
NEO033 female Female reproductive system cancers - ovary NA 1.2643551 0.7008423 NA
NEO034 female Female reproductive system cancers - fallopian tube NA NA NA NA
NEO035 female Female reproductive system cancers - endometrium NA NA NA NA
NEO036 female Female reproductive system cancers - vulva NA NA NA NA
NEO037 female Female reproductive system cancers - vagina NA NA NA NA
NEO038 female Female reproductive system cancers - all other types NA NA NA NA
NEO039 male Male reproductive system cancers - prostate NA NA NA NA
NEO040 male Male reproductive system cancers - testis NA NA 1.0798248 NA
NEO041 male Male reproductive system cancers - penis NA NA NA NA
NEO042 male Male reproductive system cancers - all other types NA NA NA NA
NEO043 female Urinary system cancers - bladder NA NA NA NA
NEO043 male Urinary system cancers - bladder NA NA NA 4.3239146
NEO044 female Urinary system cancers - ureter and renal pelvis NA NA NA NA
NEO044 male Urinary system cancers - ureter and renal pelvis NA NA NA NA
NEO045 female Urinary system cancers - kidney NA NA NA 0.1292128
NEO045 male Urinary system cancers - kidney 1.0471411 0.2031243 NA 0.8160329
NEO046 male Urinary system cancers - urethra NA NA NA NA
NEO047 male Urinary system cancers - all other types NA NA NA NA
NEO048 female Nervous system cancers - brain 0.5124068 0.2445386 2.4122014 0.6946279
NEO048 male Nervous system cancers - brain 0.2116948 0.2661174 0.5355674 0.4082309
NEO049 female Nervous system cancers - all other types NA NA 1.5253627 NA
NEO049 male Nervous system cancers - all other types 0.5062266 0.3746515 0.3190392 NA
NEO050 female Endocrine system cancers - thyroid NA NA 1.6529826 NA
NEO050 male Endocrine system cancers - thyroid NA 3.1220958 1.2089905 NA
NEO051 female Endocrine system cancers - pancreas NA NA NA NA
NEO051 male Endocrine system cancers - pancreas NA NA NA NA
NEO052 female Endocrine system cancers - thymus NA NA NA NA
NEO052 male Endocrine system cancers - thymus NA NA NA NA
NEO053 female Endocrine system cancers - adrenocortical NA NA NA NA
NEO053 male Endocrine system cancers - adrenocortical NA NA NA NA
NEO054 female Endocrine system cancers - parathyroid NA NA NA NA
NEO054 male Endocrine system cancers - parathyroid NA NA NA NA
NEO055 female Endocrine system cancers - pituitary gland NA NA 69.1497739 NA
NEO055 male Endocrine system cancers - pituitary gland NA NA NA NA
NEO056 female Endocrine system cancers - all other types 0.5519460 0.3126153 NA 0.3351701
NEO056 male Endocrine system cancers - all other types 0.0490240 0.1485402 1.0666384 0.3620503
NEO057 female Hodgkin lymphoma NA 1.0251528 0.2443455 NA
NEO057 male Hodgkin lymphoma NA 0.2641146 0.4705930 NA
NEO058 female Non-Hodgkin lymphoma 0.5637021 0.2463029 NA 0.5144471
NEO058 male Non-Hodgkin lymphoma 0.4507050 0.2803212 0.1084552 0.4609249
NEO059 female Leukemia - acute lymphoblastic leukemia (ALL) 0.4961371 0.2620593 0.4035979 0.2612743
NEO059 male Leukemia - acute lymphoblastic leukemia (ALL) 0.5967100 0.3148920 0.2413915 0.3247575
NEO060 female Leukemia - acute myeloid leukemia (AML) 0.3466380 NA 1.1015008 0.4051507
NEO060 male Leukemia - acute myeloid leukemia (AML) 0.8267369 0.3363455 0.3555461 0.2892942
NEO061 female Leukemia - chronic lymphocytic leukemia (CLL) NA NA NA NA
NEO061 male Leukemia - chronic lymphocytic leukemia (CLL) NA NA NA NA
NEO062 female Leukemia - chronic myeloid leukemia (CML) NA NA NA NA
NEO062 male Leukemia - chronic myeloid leukemia (CML) NA NA NA 1.5521745
NEO064 female Leukemia - all other types 1.8572500 0.5578037 1.9032048 NA
NEO064 male Leukemia - all other types NA 0.6743727 0.3347296 0.1528657
NEO065 female Multiple myeloma NA NA NA NA
NEO065 male Multiple myeloma NA 11.2395449 5.4048986 NA
NEO066 female Malignant neuroendocrine tumors NA NA 6.4827913 NA
NEO066 male Malignant neuroendocrine tumors NA NA NA NA
NEO067 female Mesothelioma NA NA NA NA
NEO067 male Mesothelioma NA NA NA NA
NEO068 female Myelodysplastic syndrome (MDS) NA NA 3.4008086 1.2289571
NEO068 male Myelodysplastic syndrome (MDS) 2.1169476 1.7561789 1.2586750 NA
NEO069 female Cancer of other sites NA 1.2504611 NA NA
NEO069 male Cancer of other sites NA 0.6547308 0.4344363 1.2811599
NEO070 female Secondary malignancies 0.2611973 0.1380970 0.8846453 0.1349953
NEO070 male Secondary malignancies 0.2260818 0.1990655 0.8521433 0.4024920
NEO071 female Malignant neoplasm, unspecified NA NA NA NA
NEO071 male Malignant neoplasm, unspecified NA NA 3.0627759 NA
NEO072 female Neoplasms of unspecified nature or uncertain behavior 0.4541538 0.6615812 1.1041880 0.7166704
NEO072 male Neoplasms of unspecified nature or uncertain behavior 1.3532062 0.8067990 0.8116897 1.1173634
NEO073 female Benign neoplasms 1.8790069 0.6800316 1.3456172 1.8730094
NEO073 male Benign neoplasms 1.4037915 0.7183730 0.7380183 1.5334090
NEO074 female Conditions due to neoplasm or the treatment of neoplasm 0.1411510 0.4612454 0.5554199 0.4344511
NEO074 male Conditions due to neoplasm or the treatment of neoplasm 0.5025847 0.3673943 0.5388539 0.4326009
NVS001 female Meningitis NA 0.7552564 NA 0.4726758
NVS001 male Meningitis 1.0539114 0.4795315 0.2993916 0.3302990
NVS002 female Encephalitis 1.1202460 1.0564241 2.9757075 0.9629888
NVS002 male Encephalitis 1.7504601 0.6761758 0.7503460 0.5905835
NVS003 female Other specified CNS infection and poliomyelitis NA NA NA NA
NVS003 male Other specified CNS infection and poliomyelitis NA NA NA NA
NVS004 female Parkinson`s disease NA 7.5861308 33.8692770 NA
NVS004 male Parkinson`s disease NA 5.6197724 5.0550670 6.7260893
NVS005 female Multiple sclerosis NA NA NA 2.5137758
NVS005 male Multiple sclerosis NA NA 0.5833859 2.5222835
NVS006 female Other specified hereditary and degenerative nervous system conditions 1.5669516 1.3839563 4.8872773 1.8097250
NVS006 male Other specified hereditary and degenerative nervous system conditions 1.2190920 1.5340192 1.8111452 1.2779570
NVS007 female Cerebral palsy 2.0237239 2.0968169 7.4756512 1.6763298
NVS007 male Cerebral palsy 1.0779336 0.8842299 2.0297017 0.8317207
NVS008 female Paralysis (other than cerebral palsy) 1.1120089 0.9790895 1.2831917 0.9448765
NVS008 male Paralysis (other than cerebral palsy) 0.9377083 0.5742475 0.3768630 0.5373937
NVS009 female Epilepsy; convulsions 3.2684699 3.6607324 8.3615435 3.4671808
NVS009 male Epilepsy; convulsions 2.6011945 2.7463562 3.4742071 2.5542574
NVS010 female Headache; including migraine 1.0043951 0.7838492 1.4389266 0.7889531
NVS010 male Headache; including migraine 1.6604920 0.9398457 0.8723807 1.2588776
NVS011 female Neurocognitive disorders 0.9141904 1.5717122 5.8712072 1.5505533
NVS011 male Neurocognitive disorders 0.5136711 1.2013765 1.1839825 1.0437035
NVS012 female Transient cerebral ischemia NA NA 3.2413957 NA
NVS012 male Transient cerebral ischemia NA 0.9113144 NA NA
NVS013 female Coma; stupor; and brain damage NA 1.0922440 1.0730137 1.1691981
NVS013 male Coma; stupor; and brain damage 0.8994756 0.8956512 0.5916502 1.3393944
NVS014 female CNS abscess 3.0420474 1.8965327 2.1168298 NA
NVS014 male CNS abscess NA 0.3990371 0.2520803 0.1997848
NVS015 female Polyneuropathies NA 1.0794996 0.5077076 0.2931258
NVS015 male Polyneuropathies 0.7662808 0.6093729 0.5095841 1.1080552
NVS016 female Sleep wake disorders 2.4512783 1.6798409 3.9126002 2.1669320
NVS016 male Sleep wake disorders 1.6487169 1.7154535 1.8477781 1.6699914
NVS017 female Nerve and nerve root disorders 2.1257680 0.4214517 1.1015008 0.5493682
NVS017 male Nerve and nerve root disorders 0.8170675 0.9259122 0.2376548 0.3353729
NVS018 female Myopathies NA 0.8577284 1.6081343 0.6449337
NVS018 male Myopathies 1.2818215 0.9617731 1.6935687 0.9147481
NVS019 female Nervous system pain and pain syndromes 0.8244801 0.7081569 1.2565257 0.8051402
NVS019 male Nervous system pain and pain syndromes 1.0660750 0.6151138 0.5391775 0.6824318
NVS020 female Other specified nervous system disorders 1.4376203 1.3436973 1.8335167 1.3198138
NVS020 male Other specified nervous system disorders 1.0145048 0.8031394 0.7375267 0.9620010
NVS021 female Postprocedural or postoperative nervous system complication 2.6532142 NA 1.1905270 0.9934683
NVS021 male Postprocedural or postoperative nervous system complication 0.8624601 0.1880221 0.7183483 1.3211961
NVS022 female Sequela of specified nervous system conditions 4.6431249 8.6206032 NA 6.9128835
NVS022 male Sequela of specified nervous system conditions 2.9108029 1.3669717 1.6119873 0.5765219
PNL002 female Short gestation; low birth weight; and fetal growth retardation NA NA NA 5.5303068
PNL002 male Short gestation; low birth weight; and fetal growth retardation 0.6350843 NA NA 2.2420298
PNL003 female Neonatal acidemia and hypoxia NA NA NA NA
PNL003 male Neonatal acidemia and hypoxia NA NA NA NA
PNL004 female Neonatal cerebral disorders NA NA NA 6.1447854
PNL004 male Neonatal cerebral disorders NA NA NA NA
PNL005 female Respiratory distress syndrome NA NA NA NA
PNL005 male Respiratory distress syndrome NA NA NA NA
PNL006 female Respiratory perinatal condition 1.3366572 2.5475812 20.7449322 2.4762568
PNL006 male Respiratory perinatal condition 0.8706290 0.9064149 3.0027215 1.9282986
PNL007 female Hemolytic jaundice and perinatal jaundice NA NA NA NA
PNL007 male Hemolytic jaundice and perinatal jaundice NA NA NA NA
PNL008 female Birth trauma NA NA NA NA
PNL008 male Birth trauma NA NA NA NA
PNL009 female Perinatal infections NA NA NA NA
PNL009 male Perinatal infections NA NA NA 6.7260893
PNL010 female Newborn affected by maternal conditions or complications of labor/delivery NA 14.2239953 NA NA
PNL010 male Newborn affected by maternal conditions or complications of labor/delivery NA 3.6127108 11.1373669 3.3630447
PNL011 female Hemorrhagic and hematologic disorders of newborn NA NA NA NA
PNL011 male Hemorrhagic and hematologic disorders of newborn NA NA NA NA
PNL012 female Neonatal digestive and feeding disorders NA NA NA NA
PNL012 male Neonatal digestive and feeding disorders NA NA NA NA
PNL013 female Other specified and unspecified perinatal conditions NA NA 10.9183853 NA
PNL013 male Other specified and unspecified perinatal conditions 0.5970878 NA 3.4030843 1.6815223
PNL014 female Neonatal abstinence syndrome NA NA NA NA
PNL014 male Neonatal abstinence syndrome NA 8.4296586 NA NA
PNL015 female Fetal alcohol syndrome NA 7.1760697 10.3151596 5.8213756
PNL015 male Fetal alcohol syndrome 1.3697896 3.8497654 7.6188455 4.3783034
PRG001 female Antenatal screening NA NA NA NA
PRG002 female Gestational weeks NA NA 0.0362674 NA
PRG003 female Spontaneous abortion and complications of spontaneous abortion NA NA NA NA
PRG004 female Induced abortion and complications of termination of pregnancy NA NA NA NA
PRG005 female Ectopic pregnancy and complications of ectopic pregnancy NA NA NA NA
PRG006 female Molar pregnancy and other abnormal products of conception NA NA NA NA
PRG007 female Complications following ectopic and/or molar pregnancy NA NA NA NA
PRG008 female Supervision of high-risk pregnancy NA NA 0.0954997 NA
PRG009 female Early, first or unspecified trimester hemorrhage NA NA NA NA
PRG010 female Hemorrhage after first trimester NA NA 0.0459026 NA
PRG011 female Early or threatened labor NA NA 0.0350955 NA
PRG012 female Multiple gestation NA NA NA NA
PRG013 female Maternal care related to fetal conditions NA NA 0.0814229 NA
PRG014 female Polyhydramnios and other problems of amniotic cavity NA NA 0.0755048 NA
PRG015 female Obstetric history affecting care in pregnancy NA NA NA NA
PRG016 female Previous C-section NA NA NA NA
PRG017 female Maternal care for abnormality of pelvic organs NA NA 0.1058415 NA
PRG018 female Maternal care related to disorders of the placenta and placental implantation NA NA 0.0472442 NA
PRG019 female Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium NA NA 0.0268508 NA
PRG020 female Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium NA NA 0.0593976 NA
PRG021 female Maternal intrauterine infection NA NA 0.1004597 NA
PRG022 female Prolonged pregnancy NA NA 0.0276931 NA
PRG023 female Complications specified during childbirth NA NA 0.0579121 NA
PRG024 female Malposition, disproportion or other labor complications NA NA 0.0614333 NA
PRG025 female Anesthesia complications during pregnancy NA NA NA NA
PRG026 female OB-related trauma to perineum and vulva NA NA 0.0369551 NA
PRG027 female Complications specified during the puerperium NA NA 0.0500947 NA
PRG028 female Other specified complications in pregnancy NA NA 0.1061616 NA
PRG029 female Uncomplicated pregnancy, delivery or puerperium NA NA 0.0221350 NA
PRG030 female Maternal outcome of delivery NA NA 0.0367506 NA
RSP001 female Sinusitis 1.4301013 0.8477878 1.8264769 0.7454500
RSP001 male Sinusitis 1.4313532 0.7344877 0.7989850 0.7591339
RSP002 female Pneumonia (except that caused by tuberculosis) 0.6427146 0.7697962 2.3877565 0.4777803
RSP002 male Pneumonia (except that caused by tuberculosis) 0.5970878 0.6496662 0.9841149 0.5484042
RSP003 female Influenza 0.1350469 1.5902603 1.1798066 0.9079019
RSP003 male Influenza 0.8462661 0.9546842 1.4849823 0.7016785
RSP004 female Acute and chronic tonsillitis 1.6511647 0.6546038 0.5022986 0.6303289
RSP004 male Acute and chronic tonsillitis 1.1913118 0.5985556 0.2010913 0.6795024
RSP005 female Acute bronchitis 0.3527409 0.1261552 1.4241372 0.5235230
RSP005 male Acute bronchitis 0.2362374 0.7010805 0.4716801 0.4024920
RSP006 female Other specified upper respiratory infections 0.6215824 0.8090776 1.6114484 0.6783622
RSP006 male Other specified upper respiratory infections 0.8193393 0.7086156 0.6253278 0.7286534
RSP007 female Other specified and unspecified upper respiratory disease 0.7975920 0.9600217 2.2475549 1.1604993
RSP007 male Other specified and unspecified upper respiratory disease 0.9788430 1.0069818 1.3296014 0.8483985
RSP008 female Chronic obstructive pulmonary disease and bronchiectasis NA 0.1877755 0.9925805 0.2566268
RSP008 male Chronic obstructive pulmonary disease and bronchiectasis 0.8467790 1.0138765 0.3280312 0.5480517
RSP009 female Asthma 0.7313969 0.8947322 1.5002797 0.7357186
RSP009 male Asthma 1.0270956 0.8279171 1.0848786 0.8218761
RSP010 female Aspiration pneumonitis 0.8911048 1.1247970 3.7595994 1.2209768
RSP010 male Aspiration pneumonitis 1.0137889 1.2090347 1.3738929 1.0299812
RSP011 female Pleurisy, pleural effusion and pulmonary collapse 0.5364362 0.9493703 1.4161922 0.5429756
RSP011 male Pleurisy, pleural effusion and pulmonary collapse 0.6548795 0.7568717 0.7572355 0.7158587
RSP012 female Respiratory failure; insufficiency; arrest 0.3916348 0.4757438 1.3928064 0.5388345
RSP012 male Respiratory failure; insufficiency; arrest 0.3948104 0.4637499 0.5083791 0.4688400
RSP013 female Lung disease due to external agents NA NA NA 1.0434541
RSP013 male Lung disease due to external agents 0.4038108 1.6056493 0.9351987 1.1697547
RSP014 female Pneumothorax 0.5673272 0.5895957 0.8545801 0.5097057
RSP014 male Pneumothorax 0.3600993 0.4300846 0.2568212 0.9112766
RSP015 female Mediastinal disorders NA NA NA 2.2121227
RSP015 male Mediastinal disorders NA NA NA 1.4077861
RSP016 female Other specified and unspecified lower respiratory disease 0.5943777 0.6129478 1.1589348 0.8197384
RSP016 male Other specified and unspecified lower respiratory disease 0.5002502 0.6999356 0.6101147 0.8060560
RSP017 female Postprocedural or postoperative respiratory system complication 0.3810772 0.3992700 1.5597693 0.3146690
RSP017 male Postprocedural or postoperative respiratory system complication 0.7221840 0.4310621 0.6506656 0.8439580
SKN001 female Skin and subcutaneous tissue infections 0.4309165 0.7854222 1.5070985 0.7196062
SKN001 male Skin and subcutaneous tissue infections 0.7748827 0.5192510 0.6647036 0.6644240
SKN002 female Other specified inflammatory condition of skin 0.7629034 0.8976060 2.1199201 0.7328643
SKN002 male Other specified inflammatory condition of skin 1.2048222 0.9036820 1.4177720 0.7771422
SKN003 female Pressure ulcer of skin 1.4703229 3.0058254 3.0284573 2.0635473
SKN003 male Pressure ulcer of skin 0.6237435 0.6342063 0.6445235 1.0145498
SKN004 female Non-pressure ulcer of skin NA 1.7241206 0.9831721 5.0275517
SKN004 male Non-pressure ulcer of skin NA 0.6021185 1.2501126 0.5605074
SKN005 female Contact dermatitis 0.9661259 2.9945253 2.7502751 2.1222396
SKN005 male Contact dermatitis 0.5700006 0.7968334 1.4366966 1.4058629
SKN006 female Postprocedural or postoperative skin complication NA 0.8753228 2.6596067 2.0869082
SKN006 male Postprocedural or postoperative skin complication NA 0.8429659 0.2797056 0.7337552
SKN007 female Other specified and unspecified skin disorders 0.7743173 0.7322930 2.5018601 0.8857850
SKN007 male Other specified and unspecified skin disorders 1.0724822 0.9584371 1.6156845 0.9295082
SYM001 female Syncope NA 0.8112545 2.0888994 1.1695513
SYM001 male Syncope 0.9112079 0.8467013 0.7572355 0.8333208
SYM002 female Fever 0.7478788 0.6338544 1.2462092 0.6497750
SYM002 male Fever 0.6259413 0.5302690 0.6340526 0.6777578
SYM003 female Shock 0.1865103 0.7294357 1.5660029 0.3536002
SYM003 male Shock 1.1463394 0.6210366 0.7546589 0.6923915
SYM004 female Nausea and vomiting 0.8991782 0.8238332 1.3555538 0.9669247
SYM004 male Nausea and vomiting 0.8750896 0.8096086 0.6673753 0.9651911
SYM005 female Dysphagia 1.1010218 1.6924439 2.6917362 1.3825767
SYM005 male Dysphagia 1.0291584 1.0421644 1.1006675 1.2907460
SYM006 female Abdominal pain and other digestive/abdomen signs and symptoms 0.9440837 0.6593263 1.2262869 0.8885811
SYM006 male Abdominal pain and other digestive/abdomen signs and symptoms 0.8057586 0.8345878 0.7365613 0.8369337
SYM007 female Malaise and fatigue 0.8348837 0.9305417 1.4660729 0.6730597
SYM007 male Malaise and fatigue 1.7958681 0.8429659 0.8391167 1.4462240
SYM008 female Symptoms of mental and substance use conditions 1.9282923 3.2680737 10.8388939 2.0398673
SYM008 male Symptoms of mental and substance use conditions 0.9246080 2.6294348 3.0246353 2.5293094
SYM009 male Abnormal findings related to substance use NA 4.2148293 NA NA
SYM009 female Abnormal findings related to substance use NA NA NA NA
SYM010 female Nervous system signs and symptoms 2.4454795 1.2362343 2.6782405 1.6501342
SYM010 male Nervous system signs and symptoms 2.5232456 1.1587812 1.0675978 1.3679431
SYM011 female Genitourinary signs and symptoms 1.2306103 0.9235057 1.2373793 1.3488553
SYM011 male Genitourinary signs and symptoms 0.9112079 0.8045148 1.0585036 1.0877348
SYM012 female Circulatory signs and symptoms 0.8025308 0.7165028 1.0219757 0.7930877
SYM012 male Circulatory signs and symptoms 0.7681106 0.7128391 0.8191305 0.8153896
SYM013 female Respiratory signs and symptoms 0.5480749 0.8166887 1.6476568 0.6437993
SYM013 male Respiratory signs and symptoms 0.5643121 0.6486952 0.8503752 0.5926399
SYM014 female Skin/Subcutaneous signs and symptoms 1.0292260 0.7260508 1.6170883 1.0582444
SYM014 male Skin/Subcutaneous signs and symptoms 1.0061564 0.9316730 0.7388275 0.7305490
SYM015 female General sensation/perception signs and symptoms 1.8189561 1.2177000 2.9635617 0.8891169
SYM015 male General sensation/perception signs and symptoms NA 1.2124068 1.3037492 1.5050089
SYM016 female Other general signs and symptoms 2.4421477 2.7962041 5.2213769 2.7454425
SYM016 male Other general signs and symptoms 2.1413112 2.0581290 2.1434408 2.1406121
SYM017 female Abnormal findings without diagnosis 1.2108067 1.1679016 1.7791169 0.9716498
SYM017 male Abnormal findings without diagnosis 0.9841569 0.6951286 0.8171832 0.8917240

Added 95% CI

At the below, we would show all SMRs for the 21 categories and we might only show statistically significant SMRs for the 540 categories. In the following confidence intervals, you might see some extremely asymmertric intervals. That’s because the sample size for the category is extremely small, thus leading to an unstable and unreliable result. I know we need to comply with the H-CUP regulations for not reporting results under a specific small sample size, but for convience, I still include them in this report. You can directly ignore those unreliable results.

The main goal of this section is to show some patterns via plots. Therefore, the following content will not include large tables like the previous sections. All the results have been saved, so for a further investigation(especially for manucripts’ results), we would futher use the stored results to do analysis rather than these plots.

some notations:

  • 21: the 21 general level categories

  • 540: the 540 sub-level categories

crude 21

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crude 540

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Age 21

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Age 540

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Sex 21

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Sex 540

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Sex-Age-21

For the following plot, only statistically SMRs estimates are shown.

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Age-Sex-540

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Appendix

The following two tables are:

  1. ICD-10_CM descriptions and its correspinding clinical classification categories(we have mapped the ICD-10-CM to clinical categories now)

  2. sub-categories of clinical classification and its corresponding descriptions

Clinical Classification Gategory(general) ICD_chapter
BLD Diseases of the Blood and Blood Forming Organs and Certain Disorders Involving the Immune Mechanism
CIR Diseases of the Circulatory System
DIG Diseases of the Digestive System
EAR Diseases of the Ear and Mastoid Process
END Endocrine, Nutritional and Metabolic Diseases
EXT External Causes of Morbidity
EYE Diseases of the Eye and Adnexa
FAC Factors Influencing Health Status and Contact with Health Services
GEN Diseases of the Genitourinary System
INF Certain Infectious and Parasitic Diseases
INJ Injury, Poisoning and Certain Other Consequences of External Causes
MAL Congenital Malformations, Deformations and Chromosomal Abnormalities
MBD Mental, Behavioral and Neurodevelopmental Disorders
MUS Diseases of the Musculoskeletal System and Connective Tissue
NEO Neoplasms
NVS Diseases of the Nervous System
PNL Certain Conditions Originating in the Perinatal Period
PRG Pregnancy, Childbirth and the Puerperium
RSP Diseases of the Respiratory System
SKN Diseases of the Skin and Subcutaneous Tissue
SYM Symptoms, Signs and Abnormal Clinical and Laboratory Findings, Not Elsewhere Classified
Clinical Classification Category CCSR_description
BLD001 Nutritional anemia
BLD002 Hemolytic anemia
BLD003 Aplastic anemia
BLD004 Acute posthemorrhagic anemia
BLD005 Sickle cell trait/anemia
BLD006 Coagulation and hemorrhagic disorders
BLD007 Diseases of white blood cells
BLD008 Immunity disorders
BLD009 Postprocedural or postoperative complications of the spleen
BLD010 Other specified and unspecified hematologic conditions
CIR001 Chronic rheumatic heart disease
CIR002 Acute rheumatic heart disease
CIR003 Nonrheumatic and unspecified valve disorders
CIR004 Endocarditis and endocardial disease
CIR005 Myocarditis and cardiomyopathy
CIR006 Pericarditis and pericardial disease
CIR007 Essential hypertension
CIR008 Hypertension with complications and secondary hypertension
CIR009 Acute myocardial infarction
CIR010 Complications of acute myocardial infarction
CIR011 Coronary atherosclerosis and other heart disease
CIR012 Nonspecific chest pain
CIR013 Acute pulmonary embolism
CIR014 Pulmonary heart disease
CIR015 Other and ill-defined heart disease
CIR016 Conduction disorders
CIR017 Cardiac dysrhythmias
CIR018 Cardiac arrest and ventricular fibrillation
CIR019 Heart failure
CIR020 Cerebral infarction
CIR021 Acute hemorrhagic cerebrovascular disease
CIR022 Sequela of hemorrhagic cerebrovascular disease
CIR023 Occlusion or stenosis of precerebral or cerebral arteries without infarction
CIR024 Other and ill-defined cerebrovascular disease
CIR025 Sequela of cerebral infarction and other cerebrovascular disease
CIR026 Peripheral and visceral vascular disease
CIR027 Arterial dissections
CIR028 Gangrene
CIR029 Aortic; peripheral; and visceral artery aneurysms
CIR030 Aortic and peripheral arterial embolism or thrombosis
CIR031 Hypotension
CIR032 Other specified and unspecified circulatory disease
CIR033 Acute phlebitis; thrombophlebitis and thromboembolism
CIR034 Chronic phlebitis; thrombophlebitis and thromboembolism
CIR036 Postthrombotic syndrome and venous insufficiency/hypertension
CIR037 Vasculitis
CIR038 Postprocedural or postoperative circulatory system complication
CIR039 Other specified diseases of veins and lymphatics
DIG001 Intestinal infection
DIG002 Disorders of teeth and gingiva
DIG003 Diseases of mouth; excluding dental
DIG004 Esophageal disorders
DIG005 Gastroduodenal ulcer
DIG006 Gastrointestinal and biliary perforation
DIG007 Gastritis and duodenitis
DIG008 Other specified and unspecified disorders of stomach and duodenum
DIG009 Appendicitis and other appendiceal conditions
DIG010 Abdominal hernia
DIG011 Regional enteritis and ulcerative colitis
DIG012 Intestinal obstruction and ileus
DIG013 Diverticulosis and diverticulitis
DIG014 Hemorrhoids
DIG015 Anal and rectal conditions
DIG016 Peritonitis and intra-abdominal abscess
DIG017 Biliary tract disease
DIG018 Hepatic failure
DIG019 Other specified and unspecified liver disease
DIG020 Pancreatic disorders (excluding diabetes)
DIG021 Gastrointestinal hemorrhage
DIG022 Noninfectious gastroenteritis
DIG023 Noninfectious hepatitis
DIG024 Postprocedural or postoperative digestive system complication
DIG025 Other specified and unspecified gastrointestinal disorders
EAR001 Otitis media
EAR002 Diseases of middle ear and mastoid (except otitis media)
EAR003 Diseases of inner ear and related conditions
EAR004 Hearing loss
EAR005 Postprocedural or postoperative ear and/or mastoid process complication
EAR006 Other specified and unspecified disorders of the ear
END001 Thyroid disorders
END002 Diabetes mellitus without complication
END003 Diabetes mellitus with complication
END004 Diabetes mellitus, Type 1
END005 Diabetes mellitus, Type 2
END006 Diabetes mellitus, due to underlying condition, drug or chemical induced, or other specified type
END007 Nutritional deficiencies
END008 Malnutrition
END009 Obesity
END010 Disorders of lipid metabolism
END011 Fluid and electrolyte disorders
END012 Cystic fibrosis
END013 Pituitary disorders
END014 Postprocedural or postoperative endocrine or metabolic complication
END015 Other specified and unspecified endocrine disorders
END016 Other specified and unspecified nutritional and metabolic disorders
EXT002 External cause codes: drowning/submersion; initial encounter
EXT004 External cause codes: fire/burn; initial encounter
EXT011 External cause codes: natural/environment; initial encounter
EXT012 External cause codes: bites; initial encounter
EXT014 External cause codes: poisoning by drug
EXT015 External cause codes: poisoning by non-drug
EXT017 External cause codes: suffocation/inhalation; initial encounter
EXT018 External cause codes: other specified, classifiable and NEC; initial encounter
EXT019 External cause codes: unspecified mechanism
EXT020 External cause codes: intent of injury, accidental/unintentional
EXT021 External cause codes: intent of injury, self-harm
EXT022 External cause codes: intent of injury, assault
EXT023 External cause codes: intent of injury, undetermined
EYE001 Cornea and external disease
EYE002 Cataract and other lens disorders
EYE003 Glaucoma
EYE004 Uveitis and ocular inflammation
EYE005 Retinal and vitreous conditions
EYE006 Neuro-ophthalmology
EYE007 Strabismus
EYE008 Oculofacial plastics and orbital conditions
EYE009 Refractive error
EYE010 Blindness and vision defects
EYE012 Other specified eye disorders
FAC002 Encounter for mental health services related to abuse
FAC003 Encounter for observation and examination for conditions ruled out (excludes infectious disease, neoplasm, mental disorders)
FAC004 Encounter for prophylactic or other procedures
FAC005 Encounter for prophylactic measures (excludes immunization)
FAC006 Encounter for antineoplastic therapies
FAC007 Encounter for mental health conditions
FAC008 Neoplasm-related encounters
FAC009 Implant, device or graft related encounter
FAC010 Other aftercare encounter
FAC011 Counseling related to sexual behavior or orientation
FAC012 Other specified encounters and counseling
FAC013 Contraceptive and procreative management
FAC014 Medical examination/evaluation
FAC015 Resistance to antimicrobial drugs
FAC016 Exposure, encounters, screening or contact with infectious disease
FAC017 No immunization or underimmunization
FAC019 Socioeconomic/psychosocial factors
FAC020 Lifestyle/life management factors
FAC021 Personal/family history of disease
FAC022 Acquired absence of limb or organ
FAC023 Organ transplant status
FAC024 Carrier status
FAC025 Other specified status
GEN001 Nephritis; nephrosis; renal sclerosis
GEN002 Acute and unspecified renal failure
GEN003 Chronic kidney disease
GEN004 Urinary tract infections
GEN005 Calculus of urinary tract
GEN006 Other specified and unspecified diseases of kidney and ureters
GEN007 Other specified and unspecified diseases of bladder and urethra
GEN008 Urinary incontinence
GEN009 Hematuria
GEN010 Proteinuria
GEN011 Vesicoureteral reflux
GEN013 Inflammatory conditions of male genital organs
GEN016 Other specified male genital disorders
GEN017 Nonmalignant breast conditions
GEN018 Inflammatory diseases of female pelvic organs
GEN019 Endometriosis
GEN021 Menstrual disorders
GEN022 Benign ovarian cyst
GEN023 Menopausal disorders
GEN024 Female infertility
GEN025 Other specified female genital disorders
GEN026 Postprocedural or postoperative genitourinary system complication
INF001 Tuberculosis
INF002 Septicemia
INF003 Bacterial infections
INF004 Fungal infections
INF005 Foodborne intoxications
INF006 HIV infection
INF007 Hepatitis
INF008 Viral infection
INF009 Parasitic, other specified and unspecified infections
INF010 Sexually transmitted infections (excluding HIV and hepatitis)
INF011 Sequela of specified infectious disease conditions
INJ001 Fracture of head and neck, initial encounter
INJ002 Fracture of the spine and back, initial encounter
INJ003 Fracture of torso, initial encounter
INJ004 Fracture of the upper limb, initial encounter
INJ005 Fracture of the lower limb (except hip), initial encounter
INJ006 Fracture of the neck of the femur (hip), initial encounter
INJ007 Dislocations, initial encounter
INJ008 Traumatic brain injury (TBI); concussion, initial encounter
INJ009 Spinal cord injury (SCI), initial encounter
INJ010 Internal organ injury, initial encounter
INJ011 Open wounds of head and neck, initial encounter
INJ012 Open wounds to limbs, initial encounter
INJ013 Open wounds of trunk, initial encounter
INJ014 Amputation of a limb, initial encounter
INJ015 Amputation of other body parts, initial encounter
INJ016 Injury to blood vessels, initial encounter
INJ017 Superficial injury; contusion, initial encounter
INJ018 Crushing injury, initial encounter
INJ019 Burn and corrosion, initial encounter
INJ020 Effect of foreign body entering opening, initial encounter
INJ021 Effect of other external causes, initial encounter
INJ022 Poisoning by drugs, initial encounter
INJ023 Toxic effects, initial encounter
INJ024 Sprains and strains, initial encounter
INJ025 Injury to nerves, muscles and tendons, initial encounter
INJ026 Other specified injury
INJ027 Other unspecified injury
INJ028 Adverse effects of drugs and medicaments, initial encounter
INJ029 Underdosing of drugs and medicaments, initial encounter
INJ030 Drug induced or toxic related condition
INJ031 Allergic reactions
INJ032 Maltreatment/abuse
INJ033 Complication of cardiovascular device, implant or graft, initial encounter
INJ034 Complication of genitourinary device, implant or graft, initial encounter
INJ035 Complication of internal orthopedic device or implant, initial encounter
INJ036 Complication of transplanted organs or tissue, initial encounter
INJ037 Complication of other surgical or medical care, injury, initial encounter
INJ038 Fracture of head and neck, subsequent encounter
INJ039 Fracture of the spine and back, subsequent encounter
INJ041 Fracture of the upper limb, subsequent encounter
INJ042 Fracture of lower limb (except hip), subsequent encounter
INJ043 Fracture of the neck of the femur (hip), subsequent encounter
INJ044 Dislocations, subsequent encounter
INJ045 Traumatic brain injury (TBI); concussion, subsequent encounter
INJ046 Spinal cord injury (SCI), subsequent encounter
INJ047 Internal organ injury, subsequent encounter
INJ048 Open wounds of head and neck, subsequent encounter
INJ049 Open wounds to limbs, subsequent encounter
INJ050 Open wounds of trunk, subsequent encounter
INJ054 Superficial injury; contusion, subsequent encounter
INJ056 Burns and corrosion, subsequent encounter
INJ057 Effect of foreign body entering opening, subsequent encounter
INJ059 Poisoning by drugs, subsequent encounter
INJ060 Toxic effects, subsequent encounter
INJ061 Sprains and strains, subsequent encounter
INJ063 Other specified injury, subsequent encounter
INJ064 Other unspecified injuries, subsequent encounter
INJ065 Adverse effects of drugs and medicaments, subsequent encounter
INJ066 Underdosing of drugs and medicaments, subsequent encounter
INJ068 Maltreatment/abuse, subsequent encounter
INJ069 Complication of cardiovascular device, implant or graft, subsequent encounter
INJ072 Complication of other surgical or medical care, injury, subsequent encounter
INJ073 Injury, sequela
INJ074 Effect of other external causes, sequela
INJ075 Poisoning/toxic effect/adverse effects/underdosing, sequela
INJ076 Complication, sequela
MAL001 Cardiac and circulatory congenital anomalies
MAL002 Digestive congenital anomalies
MAL003 Genitourinary congenital anomalies
MAL004 Nervous system congenital anomalies
MAL005 Congenital malformations of eye, ear, face, neck
MAL006 Cleft lip or palate
MAL007 Respiratory congenital malformations
MAL008 Musculoskeletal congenital conditions
MAL009 Chromosomal abnormalities
MAL010 Other specified and unspecified congenital anomalies
MBD001 Schizophrenia spectrum and other psychotic disorders
MBD002 Depressive disorders
MBD003 Bipolar and related disorders
MBD004 Other specified and unspecified mood disorders
MBD005 Anxiety and fear-related disorders
MBD006 Obsessive-compulsive and related disorders
MBD007 Trauma- and stressor-related disorders
MBD008 Disruptive, impulse-control and conduct disorders
MBD009 Personality disorders
MBD010 Feeding and eating disorders
MBD011 Somatic disorders
MBD012 Suicidal ideation/attempt/intentional self-harm
MBD013 Miscellaneous mental and behavioral disorders/conditions
MBD017 Alcohol-related disorders
MBD018 Opioid-related disorders
MBD019 Cannabis-related disorders
MBD020 Sedative-related disorders
MBD021 Stimulant-related disorders
MBD022 Hallucinogen-related disorders
MBD023 Inhalant-related disorders
MBD024 Tobacco-related disorders
MBD025 Other specified substance-related disorders
MBD026 Mental and substance use disorders in remission
MBD027 Suicide attempt/intentional self-harm; subsequent encounter
MBD028 Opioid-related disorders; subsequent encounter
MBD032 Sedative-related disorders; subsequent encounter
MBD034 Mental and substance use disorders; sequela
MUS001 Infective arthritis
MUS002 Osteomyelitis
MUS003 Rheumatoid arthritis and related disease
MUS004 Juvenile arthritis
MUS005 Other specified chronic arthropathy
MUS006 Osteoarthritis
MUS007 Other specified joint disorders
MUS008 Immune-mediated/reactive arthropathies
MUS009 Tendon and synovial disorders
MUS010 Musculoskeletal pain, not low back pain
MUS011 Spondylopathies/spondyloarthropathy (including infective)
MUS012 Biomechanical lesions
MUS013 Osteoporosis
MUS014 Pathological fracture, initial encounter
MUS015 Pathological fracture, subsequent encounter
MUS016 Stress fracture, initial encounter
MUS017 Stress fracture, subsequent encounter
MUS020 Pathological, stress and atypical fractures, sequela
MUS021 Acquired foot deformities
MUS022 Scoliosis and other postural dorsopathic deformities
MUS023 Acquired deformities (excluding foot)
MUS024 Systemic lupus erythematosus and connective tissue disorders
MUS025 Other specified connective tissue disease
MUS026 Muscle disorders
MUS027 Musculoskeletal abscess
MUS028 Other specified bone disease and musculoskeletal deformities
MUS029 Disorders of jaw
MUS030 Aseptic necrosis and osteonecrosis
MUS031 Traumatic arthropathy
MUS033 Gout
MUS036 Autoinflammatory syndromes
MUS037 Postprocedural or postoperative musculoskeletal system complication
MUS038 Low back pain
NEO001 Head and neck cancers - eye
NEO002 Head and neck cancers - lip and oral cavity
NEO003 Head and neck cancers - throat
NEO006 Head and neck cancers - hypopharyngeal
NEO007 Head and neck cancers - pharyngeal
NEO011 Cardiac cancers
NEO015 Gastrointestinal cancers - colorectal
NEO017 Gastrointestinal cancers - liver
NEO020 Gastrointestinal cancers - peritoneum
NEO022 Respiratory cancers
NEO023 Bone cancer
NEO024 Sarcoma
NEO025 Skin cancers - melanoma
NEO033 Female reproductive system cancers - ovary
NEO040 Male reproductive system cancers - testis
NEO043 Urinary system cancers - bladder
NEO045 Urinary system cancers - kidney
NEO048 Nervous system cancers - brain
NEO049 Nervous system cancers - all other types
NEO050 Endocrine system cancers - thyroid
NEO055 Endocrine system cancers - pituitary gland
NEO056 Endocrine system cancers - all other types
NEO057 Hodgkin lymphoma
NEO058 Non-Hodgkin lymphoma
NEO059 Leukemia - acute lymphoblastic leukemia (ALL)
NEO060 Leukemia - acute myeloid leukemia (AML)
NEO062 Leukemia - chronic myeloid leukemia (CML)
NEO064 Leukemia - all other types
NEO065 Multiple myeloma
NEO066 Malignant neuroendocrine tumors
NEO068 Myelodysplastic syndrome (MDS)
NEO069 Cancer of other sites
NEO070 Secondary malignancies
NEO071 Malignant neoplasm, unspecified
NEO072 Neoplasms of unspecified nature or uncertain behavior
NEO073 Benign neoplasms
NEO074 Conditions due to neoplasm or the treatment of neoplasm
NVS001 Meningitis
NVS002 Encephalitis
NVS004 Parkinson`s disease
NVS005 Multiple sclerosis
NVS006 Other specified hereditary and degenerative nervous system conditions
NVS007 Cerebral palsy
NVS008 Paralysis (other than cerebral palsy)
NVS009 Epilepsy; convulsions
NVS010 Headache; including migraine
NVS011 Neurocognitive disorders
NVS012 Transient cerebral ischemia
NVS013 Coma; stupor; and brain damage
NVS014 CNS abscess
NVS015 Polyneuropathies
NVS016 Sleep wake disorders
NVS017 Nerve and nerve root disorders
NVS018 Myopathies
NVS019 Nervous system pain and pain syndromes
NVS020 Other specified nervous system disorders
NVS021 Postprocedural or postoperative nervous system complication
NVS022 Sequela of specified nervous system conditions
PNL002 Short gestation; low birth weight; and fetal growth retardation
PNL004 Neonatal cerebral disorders
PNL006 Respiratory perinatal condition
PNL009 Perinatal infections
PNL010 Newborn affected by maternal conditions or complications of labor/delivery
PNL013 Other specified and unspecified perinatal conditions
PNL014 Neonatal abstinence syndrome
PNL015 Fetal alcohol syndrome
PRG002 Gestational weeks
PRG008 Supervision of high-risk pregnancy
PRG010 Hemorrhage after first trimester
PRG011 Early or threatened labor
PRG013 Maternal care related to fetal conditions
PRG014 Polyhydramnios and other problems of amniotic cavity
PRG017 Maternal care for abnormality of pelvic organs
PRG018 Maternal care related to disorders of the placenta and placental implantation
PRG019 Diabetes or abnormal glucose tolerance complicating pregnancy; childbirth; or the puerperium
PRG020 Hypertension and hypertensive-related conditions complicating pregnancy; childbirth; and the puerperium
PRG021 Maternal intrauterine infection
PRG022 Prolonged pregnancy
PRG023 Complications specified during childbirth
PRG024 Malposition, disproportion or other labor complications
PRG026 OB-related trauma to perineum and vulva
PRG027 Complications specified during the puerperium
PRG028 Other specified complications in pregnancy
PRG029 Uncomplicated pregnancy, delivery or puerperium
PRG030 Maternal outcome of delivery
RSP001 Sinusitis
RSP002 Pneumonia (except that caused by tuberculosis)
RSP003 Influenza
RSP004 Acute and chronic tonsillitis
RSP005 Acute bronchitis
RSP006 Other specified upper respiratory infections
RSP007 Other specified and unspecified upper respiratory disease
RSP008 Chronic obstructive pulmonary disease and bronchiectasis
RSP009 Asthma
RSP010 Aspiration pneumonitis
RSP011 Pleurisy, pleural effusion and pulmonary collapse
RSP012 Respiratory failure; insufficiency; arrest
RSP013 Lung disease due to external agents
RSP014 Pneumothorax
RSP015 Mediastinal disorders
RSP016 Other specified and unspecified lower respiratory disease
RSP017 Postprocedural or postoperative respiratory system complication
SKN001 Skin and subcutaneous tissue infections
SKN002 Other specified inflammatory condition of skin
SKN003 Pressure ulcer of skin
SKN004 Non-pressure ulcer of skin
SKN005 Contact dermatitis
SKN006 Postprocedural or postoperative skin complication
SKN007 Other specified and unspecified skin disorders
SYM001 Syncope
SYM002 Fever
SYM003 Shock
SYM004 Nausea and vomiting
SYM005 Dysphagia
SYM006 Abdominal pain and other digestive/abdomen signs and symptoms
SYM007 Malaise and fatigue
SYM008 Symptoms of mental and substance use conditions
SYM009 Abnormal findings related to substance use
SYM010 Nervous system signs and symptoms
SYM011 Genitourinary signs and symptoms
SYM012 Circulatory signs and symptoms
SYM013 Respiratory signs and symptoms
SYM014 Skin/Subcutaneous signs and symptoms
SYM015 General sensation/perception signs and symptoms
SYM016 Other general signs and symptoms
SYM017 Abnormal findings without diagnosis